{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13543.007749760664\n",
      "11018.550299673843\n",
      "16230.560087003807\n"
     ]
    }
   ],
   "source": [
    "import tushare as ts\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def rebalance(asset, price):\n",
    "    money = asset * 0.5\n",
    "    stock = money / price\n",
    "    return money, stock\n",
    "\n",
    "asset = 10000\n",
    "hist_money = []\n",
    "hist_stock = []\n",
    "hist_allin_money = []\n",
    "hist_allin_stock = []\n",
    "allin_money = 10000\n",
    "allin_stock = 0\n",
    "days = 0\n",
    "interval = 180\n",
    "df=ts.get_k_data('399300',start='2012-01-01',end='2016-01-01')\n",
    "# print(df)\n",
    "for price in df.close:\n",
    "    days -= 1\n",
    "    if days < 0:\n",
    "        money, stock = rebalance(asset, price)\n",
    "        days = interval\n",
    "    stock_p = stock * price\n",
    "    money *= 1.0001\n",
    "    asset = money + stock_p\n",
    "    hist_money.append(money)\n",
    "    hist_stock.append(stock_p)\n",
    "    # 对比\n",
    "    allin_money *= 1.0001\n",
    "    hist_allin_money.append(allin_money)\n",
    "    if allin_stock == 0:\n",
    "        allin_stock = 10000 / price\n",
    "    hist_allin_stock.append(allin_stock * price)\n",
    "\n",
    "print(asset)\n",
    "print(allin_money)\n",
    "print(allin_stock * price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110034588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw\n",
    "date = list(df.date)\n",
    "\n",
    "fig, left_axis = plt.subplots()\n",
    "fig.set_size_inches(16, 10)\n",
    "right_axis = left_axis.twinx()\n",
    "\n",
    "p1 = left_axis.plot(date, df.close)\n",
    "p2 = right_axis.stackplot(date, hist_money, hist_stock, alpha=0.3)\n",
    "p3 = right_axis.plot(date, hist_allin_money)\n",
    "p4 = right_axis.plot(date, hist_allin_stock)\n",
    "\n",
    "xticks = list(range(0, len(date), 90))\n",
    "xlabels = [date[x] for x in xticks]\n",
    "left_axis.set_xticks(xticks)\n",
    "left_axis.set_xticklabels(xlabels, rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13523.980170680894\n",
      "10501.127665981778\n",
      "16068.18318848569\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113a8dc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按比例触发再平衡\n",
    "def rebalance(asset, price):\n",
    "    money = asset * 0.5\n",
    "    stock = money / price\n",
    "    return money, stock\n",
    "\n",
    "money = 10000\n",
    "asset = money\n",
    "stock = 0\n",
    "hist_money = []\n",
    "hist_stock = []\n",
    "hist_allin_money = []\n",
    "hist_allin_stock = []\n",
    "allin_money = 10000\n",
    "allin_stock = 0\n",
    "days = 0\n",
    "interval = 360\n",
    "df=ts.get_k_data('399300',start='2014-01-01',end='2016-01-01')\n",
    "# df=ts.get_k_data('601005',start='2007-10-01')\n",
    "# print(df)\n",
    "for price in df.close:\n",
    "    days -= 1\n",
    "    stock_p = stock * price\n",
    "    if (money == 0 or stock == 0) or (money / stock_p > 1.2 or stock_p / money > 1.2):\n",
    "#     if days < 0:\n",
    "        money, stock = rebalance(asset, price)\n",
    "        days = interval\n",
    "    money *= 1.0001\n",
    "    asset = money + stock_p\n",
    "    hist_money.append(money)\n",
    "    hist_stock.append(stock_p)\n",
    "    # 对比\n",
    "    allin_money *= 1.0001\n",
    "    hist_allin_money.append(allin_money)\n",
    "    if allin_stock == 0:\n",
    "        allin_stock = 10000 / price\n",
    "    hist_allin_stock.append(allin_stock * price)\n",
    "\n",
    "print(asset)\n",
    "print(allin_money)\n",
    "print(allin_stock * price)\n",
    "\n",
    "# draw\n",
    "date = list(df.date)\n",
    "\n",
    "fig, left_axis = plt.subplots()\n",
    "fig.set_size_inches(16, 10)\n",
    "right_axis = left_axis.twinx()\n",
    "\n",
    "p1 = left_axis.plot(date, df.close)\n",
    "p2 = right_axis.stackplot(date, hist_money, hist_stock, alpha=0.3)\n",
    "p3 = right_axis.plot(date, hist_allin_money)\n",
    "p4 = right_axis.plot(date, hist_allin_stock)\n",
    "\n",
    "xticks = list(range(0, len(date), 90))\n",
    "xlabels = [date[x] for x in xticks]\n",
    "left_axis.set_xticks(xticks)\n",
    "left_axis.set_xticklabels(xlabels, rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timed out\n",
      "131010.40112627439\n",
      "118317.0002478366\n",
      "108857.73772375828\n",
      "101000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b29d668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 与定投结合\n",
    "def rebalance(asset, price):\n",
    "    money = asset * 0.5\n",
    "    stock = money / price\n",
    "    return money, stock\n",
    "\n",
    "money = 10000\n",
    "cost = money\n",
    "asset = money\n",
    "stock = 0\n",
    "hist_money = []\n",
    "hist_stock = []\n",
    "hist_allin_money = []\n",
    "hist_allin_stock = []\n",
    "allin_money = 10000\n",
    "allin_stock = 0\n",
    "days = 0\n",
    "interval = 30\n",
    "df=ts.get_k_data('399300',start='2007-05-01')\n",
    "# print(df)\n",
    "\n",
    "for price in df.close:\n",
    "    days -= 1\n",
    "    stock_p = stock * price\n",
    "    if allin_stock == 0:\n",
    "        allin_stock = 10000 / price\n",
    "    if days < 0:\n",
    "        days = interval\n",
    "        cost += 1000\n",
    "        money += 1000\n",
    "        allin_money += 1000\n",
    "        allin_stock += (1000/price)\n",
    "        asset = money + stock_p\n",
    "    if (money == 0 or stock == 0) or (money / stock_p > 1.5 or stock_p / money > 1.5):\n",
    "#     if days < 0:\n",
    "        money, stock = rebalance(asset, price)\n",
    "        stock_p = stock * price\n",
    "    money *= 1.0001\n",
    "    asset = money + stock_p\n",
    "    hist_money.append(money)\n",
    "    hist_stock.append(stock_p)\n",
    "    # 对比\n",
    "    allin_money *= 1.0001\n",
    "    hist_allin_money.append(allin_money)\n",
    "    hist_allin_stock.append(allin_stock * price)\n",
    "\n",
    "print(asset)\n",
    "print(allin_money)\n",
    "print(allin_stock * price)\n",
    "print(cost)\n",
    "\n",
    "# draw\n",
    "date = list(df.date)\n",
    "\n",
    "fig, left_axis = plt.subplots()\n",
    "fig.set_size_inches(16, 10)\n",
    "right_axis = left_axis.twinx()\n",
    "\n",
    "p1 = left_axis.plot(date, df.close)\n",
    "p2 = right_axis.stackplot(date, hist_money, hist_stock, alpha=0.3)\n",
    "p3 = right_axis.plot(date, hist_allin_money)\n",
    "p4 = right_axis.plot(date, hist_allin_stock)\n",
    "\n",
    "xticks = list(range(0, len(date), 90))\n",
    "xlabels = [date[x] for x in xticks]\n",
    "left_axis.set_xticks(xticks)\n",
    "left_axis.set_xticklabels(xlabels, rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
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      "=====================\n",
      "1\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "2006-02-27 2012-06-26 1542\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "-0.38149637724461666 2.53464766509129 -3.876341417065215\n",
      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
      "49\n",
      "2006-05-08 2014-07-23 2000\n",
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      "=====================\n",
      "50\n",
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      "=====================\n",
      "51\n",
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      "=====================\n",
      "52\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "2011-11-16 2018-11-02 1694\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "10919 12312 5965\n",
      "1.061058486745539 2.667696529061824 -4.654944464527083\n",
      "=====================\n",
      "397\n",
      "2012-03-12 2016-12-09 1156\n",
      "13186 11225 13161\n",
      "6.615954439823836 2.5440887697519963 6.564539441986771\n",
      "=====================\n",
      "398\n",
      "2009-11-30 2014-07-08 1116\n",
      "8764 11180 6209\n",
      "-2.657389740576717 2.5389098192994077 -8.152234403929558\n",
      "=====================\n",
      "399\n",
      "2006-12-18 2016-07-12 2326\n",
      "17209 12618 17082\n",
      "7.438796466517605 2.701929009296617 7.307744315538837\n",
      "=====================\n",
      "400\n",
      "2008-12-29 2018-11-02 2394\n",
      "16543 12704 17739\n",
      "6.560301399640927 2.7114929623066217 7.758889124729053\n",
      "=====================\n",
      "401\n",
      "2012-03-22 2018-11-02 1610\n",
      "13180 11746 12734\n",
      "4.7407670421894315 2.6038585828810805 4.076120761928802\n",
      "=====================\n",
      "402\n",
      "2010-01-27 2013-03-01 748\n",
      "9782 10776 8343\n",
      "-0.6963818696658188 2.4919111895087958 -5.316332524288215\n",
      "=====================\n",
      "403\n",
      "2006-02-15 2011-04-08 1254\n",
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      "19.28100290702454 2.556836285641808 42.473611544032536\n",
      "=====================\n",
      "404\n",
      "2008-02-21 2013-03-22 1239\n",
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      "-0.9908572475557721 2.5548796789159223 -8.968992204833173\n",
      "=====================\n",
      "405\n",
      "2013-04-15 2018-11-02 1354\n",
      "13375 11449 13502\n",
      "5.983289791166659 2.5699309820225213 6.207790216750633\n",
      "=====================\n",
      "406\n",
      "2005-10-10 2011-10-26 1472\n",
      "20434 11585 29225\n",
      "17.01227146312397 2.5854966913115356 31.34523987510278\n",
      "=====================\n",
      "407\n",
      "2005-06-06 2015-04-30 2408\n",
      "28188 12722 56613\n",
      "18.12853681418676 2.713467504058258 46.4588439805337\n",
      "=====================\n",
      "408\n",
      "2008-01-30 2015-01-09 1687\n",
      "11097 11837 7529\n",
      "1.5607945257485474 2.614178614999415 -3.5151364156228353\n",
      "=====================\n",
      "409\n",
      "2012-09-03 2018-11-02 1499\n",
      "14102 11617 14765\n",
      "6.567833502617786 2.5890757889118903 7.629529331387569\n",
      "=====================\n",
      "410\n",
      "2008-05-26 2018-11-02 2542\n",
      "13631 12894 9244\n",
      "3.4284681820445995 2.732462095603817 -0.7134847670436321\n",
      "=====================\n",
      "411\n",
      "2008-11-04 2013-09-30 1192\n",
      "13214 11265 14799\n",
      "6.471682506721487 2.548761760289 9.663875386210325\n",
      "=====================\n",
      "412\n",
      "2011-04-18 2018-11-02 1838\n",
      "12065 12017 9794\n",
      "2.697458980743226 2.634573237532268 -0.2689318109316462\n",
      "=====================\n",
      "413\n",
      "2009-06-17 2017-10-24 2032\n",
      "14458 12253 13151\n",
      "5.2656070675657025 2.6610833729698484 3.7223326068427274\n",
      "=====================\n",
      "414\n",
      "2011-05-16 2018-11-02 1819\n",
      "12377 11994 10612\n",
      "3.136948620408611 2.6319955558227774 0.807654720422286\n",
      "=====================\n",
      "415\n",
      "2011-08-10 2018-11-02 1758\n",
      "12855 11921 11650\n",
      "3.8976337601847315 2.62374220063171 2.253285798073242\n",
      "=====================\n",
      "416\n",
      "2006-07-10 2017-10-13 2741\n",
      "23365 13153 27766\n",
      "11.702397842793438 2.7609920887175847 15.556449790489946\n",
      "=====================\n",
      "417\n",
      "2009-06-17 2015-11-13 1558\n",
      "13730 11685 12443\n",
      "5.746825592545045 2.5969195152433953 3.7641195898120183\n",
      "=====================\n",
      "418\n",
      "2006-03-30 2009-05-27 771\n",
      "17100 10801 26142\n",
      "22.104235712696138 2.494814702183359 50.24989042447995\n",
      "=====================\n",
      "419\n",
      "2010-12-13 2014-12-26 982\n",
      "11090 11031 10566\n",
      "2.6644748324487337 2.521661510471546 1.3848282909972562\n",
      "=====================\n",
      "420\n",
      "2012-09-17 2018-11-02 1489\n",
      "13992 11605 14566\n",
      "6.435449568470025 2.5877494368052703 7.361090253531767\n",
      "=====================\n",
      "421\n",
      "2009-11-16 2015-05-08 1329\n",
      "12363 11421 12572\n",
      "4.268195408811569 2.5666490308079757 4.644915601719153\n",
      "=====================\n",
      "422\n",
      "2006-10-24 2014-12-31 1993\n",
      "20178 12205 24538\n",
      "12.256537872169563 2.6557260031683367 17.507838317413608\n",
      "=====================\n",
      "423\n",
      "2011-09-21 2018-11-02 1729\n",
      "12929 11887 11873\n",
      "4.065984774552077 2.619830400379694 2.6010356015433036\n",
      "=====================\n",
      "424\n",
      "2008-05-26 2013-09-12 1291\n",
      "10284 11377 7044\n",
      "0.5279858005544237 2.56167104302221 -5.4934707471720765\n",
      "=====================\n",
      "425\n",
      "2011-07-04 2018-11-02 1785\n",
      "12464 11954 10538\n",
      "3.3130308392316787 2.6273911244779438 0.7246855461958774\n",
      "=====================\n",
      "426\n",
      "2007-10-15 2018-11-02 2692\n",
      "11669 13088 5651\n",
      "1.4887774266522622 2.753931187408914 -3.876425807885749\n",
      "=====================\n",
      "427\n",
      "2012-08-23 2016-03-08 857\n",
      "13050 10894 13498\n",
      "8.541477527401312 2.5057111041726197 9.797984313517984\n",
      "=====================\n",
      "428\n",
      "2009-07-28 2018-11-02 2254\n",
      "12022 12528 8760\n",
      "2.1533671277972153 2.6918505111762987 -1.3198894198191986\n",
      "=====================\n",
      "429\n",
      "2010-01-08 2018-11-02 2143\n",
      "11890 12389 9453\n",
      "2.1177592800374283 2.6764090243470906 -0.6118750123356682\n",
      "=====================\n",
      "430\n",
      "2007-04-11 2011-08-17 1063\n",
      "11713 11121 9246\n",
      "3.8678798077865237 2.5320691418972787 -1.702080381145642\n",
      "=====================\n",
      "431\n",
      "2005-04-08 2013-05-24 1974\n",
      "19247 12182 25883\n",
      "11.242816287197728 2.6531211267263775 19.310642720304923\n",
      "=====================\n",
      "432\n",
      "2006-09-25 2013-03-26 1579\n",
      "16831 11710 18763\n",
      "10.383692734846967 2.599718897997736 13.319491895689358\n",
      "=====================\n",
      "433\n",
      "2008-08-25 2014-03-20 1349\n",
      "11250 11444 8693\n",
      "2.225379085270116 2.5692741492772804 -2.3240041095721873\n",
      "=====================\n",
      "434\n",
      "2009-08-24 2018-11-02 2235\n",
      "12773 12504 10187\n",
      "2.9779378479936987 2.6891991146950835 0.2016581520266412\n",
      "=====================\n",
      "435\n",
      "2012-12-27 2018-06-22 1332\n",
      "13871 11424 14762\n",
      "6.9754869300839255 2.567042573027096 8.581626595281238\n",
      "=====================\n",
      "436\n",
      "2008-06-23 2013-05-15 1189\n",
      "10923 11262 8985\n",
      "1.8631251601985643 2.5483719117545096 -2.0475584352438485\n",
      "=====================\n",
      "437\n",
      "2008-01-14 2015-08-03 1837\n",
      "11592 12016 6680\n",
      "2.0808111516510546 2.6344374874348757 -4.336539623942126\n",
      "=====================\n",
      "438\n",
      "2008-11-10 2013-11-04 1208\n",
      "12517 11283 13212\n",
      "5.001326583554129 2.550842282772186 6.382378791538396\n",
      "=====================\n",
      "439\n",
      "2007-12-24 2018-11-02 2642\n",
      "12036 13023 6318\n",
      "1.850104273908523 2.746750443823286 -3.3440667236981754\n",
      "=====================\n",
      "440\n",
      "2008-01-14 2011-01-07 728\n",
      "9557 10755 5524\n",
      "-1.4579222749537835 2.489390034477458 -14.753767594081916\n",
      "=====================\n",
      "441\n",
      "2009-10-16 2018-11-02 2202\n",
      "12728 12463 10149\n",
      "2.9738397977663698 2.6846021776347215 0.16319976849437123\n",
      "=====================\n",
      "442\n",
      "2005-12-15 2012-10-15 1659\n",
      "19455 11804 25599\n",
      "13.678329437020103 2.6104196619812625 22.567799024537337\n",
      "=====================\n",
      "443\n",
      "2008-12-01 2018-11-02 2414\n",
      "16505 12730 17649\n",
      "6.4679393936339356 2.7143143116558957 7.605297816166772\n",
      "=====================\n",
      "444\n",
      "2008-06-05 2015-01-09 1604\n",
      "12018 11739 10098\n",
      "3.0207164090058374 2.603056676953654 0.14731943595373018\n",
      "=====================\n",
      "445\n",
      "2010-01-25 2018-11-02 2132\n",
      "12527 12376 9886\n",
      "2.8450316871541768 2.6748851112292344 -0.12766347977988696\n",
      "=====================\n",
      "446\n",
      "2008-10-08 2017-06-23 2119\n",
      "17312 12360 17909\n",
      "8.281794294272116 2.673085588322397 8.958393748056448\n",
      "=====================\n",
      "447\n",
      "2009-04-13 2014-12-12 1379\n",
      "12032 11478 12020\n",
      "3.536532842765631 2.573218468694956 3.5162000257972177\n",
      "=====================\n",
      "448\n",
      "2007-10-11 2014-09-30 1698\n",
      "9064 11850 4255\n",
      "-1.3226194064172303 2.6156572938834515 -8.119954949585262\n",
      "=====================\n",
      "449\n",
      "2005-07-12 2009-07-03 969\n",
      "21186 11017 39059\n",
      "27.705659679836163 2.5199964206027516 71.97322825728165\n",
      "=====================\n",
      "450\n",
      "2009-02-25 2018-11-02 2359\n",
      "14939 12660 14279\n",
      "5.02578821196928 2.706564820185433 4.353420516110475\n",
      "=====================\n",
      "451\n",
      "2006-01-04 2017-12-08 2902\n",
      "29243 13366 42524\n",
      "15.915021199044476 2.7843589765301777 26.898241880855583\n",
      "=====================\n",
      "452\n",
      "2005-10-17 2010-05-21 1121\n",
      "20540 11186 30849\n",
      "22.56593798346016 2.539556426073136 44.637196101153684\n",
      "=====================\n",
      "453\n",
      "2005-12-29 2013-12-06 1925\n",
      "20104 12122 26311\n",
      "12.59726047269569 2.6464187392835092 20.33613822418904\n",
      "=====================\n",
      "454\n",
      "2012-12-17 2016-09-30 922\n",
      "13053 10965 13746\n",
      "7.9488745582460165 2.513988600516492 9.75113209886965\n",
      "=====================\n",
      "455\n",
      "2011-08-01 2018-11-02 1765\n",
      "12121 11930 11049\n",
      "2.8850169590534986 2.6246875781854553 1.427165655842014\n",
      "=====================\n",
      "456\n",
      "2012-09-24 2017-02-17 1066\n",
      "14124 11124 15443\n",
      "9.284875364322922 2.532455699306317 12.254535664554918\n",
      "=====================\n",
      "457\n",
      "2012-08-15 2015-09-02 742\n",
      "12993 10770 14435\n",
      "9.682267883012518 2.4911544878599616 14.347107723107607\n",
      "=====================\n",
      "458\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2006-08-16 2018-11-02 2972\n",
      "21728 13460 25633\n",
      "9.471280704270015 2.7945988271269333 12.624698080097119\n",
      "=====================\n",
      "459\n",
      "2007-04-30 2010-11-29 873\n",
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      "4.809768219506562 2.507745290793328 -2.847937263185091\n",
      "=====================\n",
      "460\n",
      "2011-07-29 2018-11-02 1766\n",
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      "2.8984909351763597 2.624822668660748 1.4548535402320173\n",
      "=====================\n",
      "461\n",
      "2008-01-11 2018-11-02 2630\n",
      "11571 13008 5773\n",
      "1.4339522826715505 2.7450307011384885 -3.857129118280562\n",
      "=====================\n",
      "462\n",
      "2013-05-08 2018-11-02 1340\n",
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      "5.495148308339566 2.568092408043113 5.264733435230644\n",
      "=====================\n",
      "463\n",
      "2006-07-17 2011-08-03 1232\n",
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      "14.654452332421238 2.5539672719876925 22.466940965756777\n",
      "=====================\n",
      "464\n",
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      "=====================\n",
      "465\n",
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      "4.0462254568578455 2.602789447189818 0.021157351426907455\n",
      "=====================\n",
      "466\n",
      "2010-03-02 2013-10-16 877\n",
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      "-1.642775034553629 2.508254178994956 -7.356157676392071\n",
      "=====================\n",
      "467\n",
      "2007-10-08 2017-01-13 2259\n",
      "11442 12534 5872\n",
      "1.5320324846465305 2.6925488157420414 -4.384931584590903\n",
      "=====================\n",
      "468\n",
      "2011-12-28 2018-11-02 1664\n",
      "13972 11810 14256\n",
      "5.729417301363489 2.6110903820243188 6.138867696627247\n",
      "=====================\n",
      "469\n",
      "2011-03-28 2018-11-02 1851\n",
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      "3.189808571065031 2.6363388250451743 -0.0012609087756693862\n",
      "=====================\n",
      "470\n",
      "2006-05-18 2012-01-06 1378\n",
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      "11.440867329859504 2.573086862816143 12.55215892597968\n",
      "=====================\n",
      "471\n",
      "2005-10-31 2015-10-30 2430\n",
      "25587 12750 40330\n",
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      "=====================\n",
      "472\n",
      "2010-01-21 2014-04-16 1023\n",
      "8917 11077 6548\n",
      "-2.539542348569982 2.526922487574798 -8.09770098514907\n",
      "=====================\n",
      "473\n",
      "2009-04-27 2018-11-02 2317\n",
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      "=====================\n",
      "474\n",
      "2013-02-28 2018-11-02 1384\n",
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      "=====================\n",
      "475\n",
      "2011-02-28 2018-11-02 1871\n",
      "12433 12057 10156\n",
      "3.1212560990913105 2.639058148672356 0.200712175157386\n",
      "=====================\n",
      "476\n",
      "2008-02-20 2018-02-14 2436\n",
      "13299 12758 8081\n",
      "3.2506966912252264 2.7174222298013655 -1.890192075596123\n",
      "=====================\n",
      "477\n",
      "2012-06-01 2016-12-06 1099\n",
      "13088 11161 13137\n",
      "6.745446259864512 2.536712982509661 6.852066944814314\n",
      "=====================\n",
      "478\n",
      "2011-01-10 2015-03-06 1006\n",
      "11679 11058 11191\n",
      "4.005756821854744 2.5247393471736235 2.8424615408901404\n",
      "=====================\n",
      "479\n",
      "2007-02-26 2017-03-27 2455\n",
      "16277 12782 12845\n",
      "6.13693241252 2.720110084770749 2.7813531350156393\n",
      "=====================\n",
      "480\n",
      "2005-04-08 2008-04-07 727\n",
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      "31.381908362842193 2.489264065477347 93.51078531473568\n",
      "=====================\n",
      "481\n",
      "2008-01-07 2017-11-17 2401\n",
      "12526 12713 7416\n",
      "2.5252284019332074 2.7124799982971908 -2.582774730827002\n",
      "=====================\n",
      "482\n",
      "2005-04-08 2012-05-18 1728\n",
      "18929 11886 25651\n",
      "12.401656053260629 2.6196956474818323 21.73792083976946\n",
      "=====================\n",
      "483\n",
      "2010-11-15 2016-11-11 1458\n",
      "12000 11569 10308\n",
      "3.293034121551825 2.5836434284006558 0.5081448990598293\n",
      "=====================\n",
      "484\n",
      "2013-03-20 2018-11-02 1370\n",
      "13004 11468 12605\n",
      "5.263576995240129 2.5720343351499473 4.564380947975839\n",
      "=====================\n",
      "485\n",
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      "=====================\n",
      "486\n",
      "2013-03-04 2018-11-02 1382\n",
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      "5.290477019882488 2.573613339574847 5.078959689965598\n",
      "=====================\n",
      "487\n",
      "2008-04-21 2015-07-28 1769\n",
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      "5.4090361903265975 2.625227994910388 2.256797941288803\n",
      "=====================\n",
      "488\n",
      "2011-10-18 2018-11-02 1715\n",
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      "4.693601003442854 2.6179446886242608 3.7684021726319905\n",
      "=====================\n",
      "489\n",
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      "4.572397378150572 2.6184832812957968 3.407521585637527\n",
      "=====================\n",
      "490\n",
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      "2.9779378479936987 2.6891991146950835 0.2016581520266412\n",
      "=====================\n",
      "491\n",
      "2008-07-14 2012-09-21 1024\n",
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      "0.7642698785335009 2.5270509853120102 -6.1180375402823355\n",
      "=====================\n",
      "492\n",
      "2010-03-25 2018-11-02 2094\n",
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      "2.830281575794435 2.669629423551063 0.21684234674415945\n",
      "=====================\n",
      "493\n",
      "2007-04-24 2012-04-12 1209\n",
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      "=====================\n",
      "494\n",
      "2006-12-25 2014-08-19 1859\n",
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      "4.579167830922387 2.6374261127863927 2.9006097420072194\n",
      "=====================\n",
      "495\n",
      "2010-10-13 2014-11-07 990\n",
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      "-1.399661923438183 2.5226869044490807 -5.390311220158495\n",
      "=====================\n",
      "496\n",
      "2005-12-19 2013-02-08 1738\n",
      "21385 11898 30697\n",
      "15.721918549112582 2.621043586551557 28.581464618447157\n",
      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
      "500\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
      "503\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
      "520\n",
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      "=====================\n",
      "521\n",
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      "=====================\n",
      "522\n",
      "2010-05-31 2014-10-22 1064\n",
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      "0.26170810295929564 2.532197985701683 -2.8869859782731346\n",
      "=====================\n",
      "523\n"
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
      "549\n",
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      "=====================\n",
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      "=====================\n",
      "552\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
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      "=====================\n",
      "588\n"
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      "2010-10-08 2014-12-19 1023\n",
      "11500 11077 11113\n",
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      "=====================\n",
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      "=====================\n",
      "596\n",
      "2009-08-21 2018-11-02 2236\n",
      "12822 12505 10270\n",
      "3.029147989727188 2.689338576630433 0.2902463457623226\n",
      "=====================\n",
      "597\n",
      "2009-04-03 2018-11-02 2332\n",
      "14594 12626 12800\n",
      "4.728316683817182 2.70277111108837 2.881686692559697\n",
      "=====================\n",
      "598\n",
      "2009-01-16 2018-11-02 2382\n",
      "16223 12689 16532\n",
      "6.270384314148944 2.709801992825481 6.58153652051224\n",
      "=====================\n",
      "599\n",
      "2007-12-17 2012-05-23 1077\n",
      "9429 11137 5387\n",
      "-1.2705775485174269 2.5338737439170136 -10.2785285358433\n",
      "=====================\n",
      "600\n",
      "2006-03-03 2009-09-01 857\n",
      "18180 10894 27299\n",
      "22.909831676858943 2.5057111041726197 48.44575188970837\n",
      "=====================\n",
      "601\n",
      "2005-06-13 2014-05-12 2165\n",
      "19858 12417 24413\n",
      "10.92911426005196 2.679460264242208 15.978288261931258\n",
      "=====================\n",
      "602\n",
      "2011-11-01 2018-11-02 1705\n",
      "13663 11858 12197\n",
      "5.157007442162017 2.6165988439649466 3.0929304687149797\n",
      "=====================\n",
      "603\n",
      "2006-05-24 2013-02-01 1635\n",
      "16899 11776 20969\n",
      "10.127719553297219 2.607203358256475 16.102087151755683\n",
      "=====================\n",
      "604\n",
      "2006-06-19 2010-02-26 902\n",
      "18846 10943 24587\n",
      "23.53823268671817 2.511437829019197 38.81339268111796\n",
      "=====================\n",
      "605\n",
      "2012-05-23 2018-09-26 1549\n",
      "13548 11675 13058\n",
      "5.498714940624705 2.5957209943699233 4.738801063703552\n",
      "=====================\n",
      "606\n",
      "2011-04-20 2015-11-20 1116\n",
      "12122 11180 11452\n",
      "4.564256918152755 2.5389098192994077 3.1230742608097843\n",
      "=====================\n",
      "607\n",
      "2011-01-27 2018-11-02 1888\n",
      "12455 12077 10871\n",
      "3.121292844418517 2.641372469992462 1.1079361742294958\n",
      "=====================\n",
      "608\n",
      "2006-03-20 2018-05-11 2956\n",
      "25956 13439 37322\n",
      "12.954847241340545 2.792253973976512 22.183617730296\n",
      "=====================\n",
      "609\n",
      "2012-01-30 2018-07-26 1583\n",
      "13685 11715 14370\n",
      "5.586963630193695 2.6002525639950695 6.626598479812607\n",
      "=====================\n",
      "610\n",
      "2009-05-04 2018-11-02 2313\n",
      "13954 12602 12121\n",
      "4.102848747867322 2.7001056325018036 2.2017223187391113\n",
      "=====================\n",
      "611\n",
      "2011-10-14 2018-11-02 1717\n",
      "13252 11873 12398\n",
      "4.546876793531842 2.618213966753964 3.3523856102173406\n",
      "=====================\n",
      "612\n",
      "2011-07-25 2018-03-08 1610\n",
      "13261 11746 13737\n",
      "4.861775517568971 2.6038585828810805 5.570984687023831\n",
      "=====================\n",
      "613\n",
      "2010-01-14 2014-04-25 1035\n",
      "8751 11090 6248\n",
      "-2.8956692311394656 2.528465030736539 -8.700196802466182\n",
      "=====================\n",
      "614\n",
      "2006-11-16 2009-10-23 715\n",
      "17344 10741 22260\n",
      "24.654000164473715 2.487753096226832 41.15565382122915\n",
      "=====================\n",
      "615\n",
      "2006-12-18 2016-02-19 2228\n",
      "16530 12495 15925\n",
      "7.0349516429432875 2.688223146189024 6.383388576760664\n",
      "=====================\n",
      "616\n",
      "2010-06-25 2015-07-10 1225\n",
      "13458 11303 15006\n",
      "6.775857011565497 2.5530552950614593 9.808973668565077\n",
      "=====================\n",
      "617\n",
      "2010-09-14 2018-11-02 1976\n",
      "12902 12184 11096\n",
      "3.5258409308674694 2.653395166372121 1.3323001948761433\n",
      "=====================\n",
      "618\n",
      "2013-01-11 2018-11-02 1413\n",
      "13422 11517 13249\n",
      "5.813503241478527 2.577698352673397 5.519966363239341\n",
      "=====================\n",
      "619\n",
      "2012-12-10 2018-11-02 1434\n",
      "13916 11541 14487\n",
      "6.5544800918144475 2.58047047575627 7.510948938056872\n",
      "=====================\n",
      "620\n",
      "2011-05-16 2018-11-02 1819\n",
      "12377 11994 10612\n",
      "3.136948620408611 2.6319955558227774 0.807654720422286\n",
      "=====================\n",
      "621\n",
      "2009-04-13 2017-09-01 2044\n",
      "14810 12267 14419\n",
      "5.648520481460203 2.662734645241963 5.189108550205743\n",
      "=====================\n",
      "622\n",
      "2010-06-22 2018-11-02 2036\n",
      "13301 12257 11818\n",
      "3.8917013754179037 2.6616336478375224 2.143528554975951\n",
      "=====================\n",
      "623\n",
      "2009-10-15 2014-06-10 1128\n",
      "9109 11194 6671\n",
      "-1.8947525888820087 2.5404620410746777 -7.082281535353155\n",
      "=====================\n",
      "624\n",
      "2007-06-25 2017-08-15 2471\n",
      "14703 12802 9557\n",
      "4.5685508236868735 2.722376236808848 -0.42965186097846664\n",
      "=====================\n",
      "625\n",
      "2010-08-16 2018-11-02 1997\n",
      "12584 12210 11260\n",
      "3.1064650523028123 2.6562748256249935 1.5154536910002048\n",
      "=====================\n",
      "626\n",
      "2008-04-14 2011-09-30 849\n",
      "10146 10886 7299\n",
      "0.4148528444811594 2.5046948299977365 -7.633874966439971\n",
      "=====================\n",
      "627\n",
      "2008-12-08 2017-01-26 1980\n",
      "15835 12189 16171\n",
      "7.072989400760593 2.653943357067835 7.480409718075824\n",
      "=====================\n",
      "628\n",
      "2013-01-07 2016-10-11 912\n",
      "12641 10954 13038\n",
      "6.950212012996702 2.5127127864496646 7.996150574228148\n",
      "=====================\n",
      "629\n",
      "2007-04-18 2010-12-03 885\n",
      "11825 10925 9557\n",
      "4.949790879833774 2.5092723655421625 -1.2009509374735519\n",
      "=====================\n",
      "630\n",
      "2010-11-26 2014-09-05 919\n",
      "9569 10962 7666\n",
      "-1.1234392689662875 2.513605766311221 -6.094601753233059\n",
      "=====================\n",
      "631\n",
      "2009-07-17 2012-10-16 789\n",
      "8921 10820 6529\n",
      "-3.280019291293125 2.4970901436588493 -10.557517671057317\n",
      "=====================\n",
      "632\n",
      "2010-10-18 2018-06-13 1865\n",
      "12936 12050 11458\n",
      "3.779365228049437 2.638241965029743 1.8767988600173182\n",
      "=====================\n",
      "633\n",
      "2013-05-06 2018-11-02 1342\n",
      "13267 11436 13025\n",
      "5.842650364167568 2.5683549552574965 5.410976287918187\n",
      "=====================\n",
      "634\n",
      "2010-03-22 2018-11-02 2097\n",
      "12548 12332 9963\n",
      "2.9166738851743315 2.6700438540083504 -0.042242156758306296\n",
      "=====================\n",
      "635\n",
      "2005-04-13 2016-03-30 2665\n",
      "26165 13053 32133\n",
      "14.558336086254794 2.7500505484825015 19.932859675822716\n",
      "=====================\n",
      "636\n",
      "2006-12-29 2012-05-21 1308\n",
      "13853 11397 12675\n",
      "7.070749591851865 2.5638964619531164 4.910046973933408\n",
      "=====================\n",
      "637\n",
      "2006-12-12 2015-04-24 2032\n",
      "20843 12253 26085\n",
      "12.8069842885482 2.6610833729698484 18.998439557793034\n",
      "=====================\n",
      "638\n",
      "2009-03-30 2018-11-02 2336\n",
      "14724 12631 13243\n",
      "4.85388469084536 2.7033327030151733 3.3320142823611945\n",
      "=====================\n",
      "639\n",
      "2010-01-25 2018-09-28 2112\n",
      "12797 12351 10333\n",
      "3.179119128786386 2.672117271451691 0.3785657045941329\n",
      "=====================\n",
      "640\n",
      "2011-09-30 2015-12-24 1026\n",
      "13890 11080 14834\n",
      "9.099523392141027 2.5273080067039926 11.309644971345856\n",
      "=====================\n",
      "641\n",
      "2005-06-06 2017-11-30 3041\n",
      "29253 13553 47748\n",
      "15.194794456080585 2.80474040677805 29.791655479993523\n",
      "=====================\n",
      "642\n",
      "2005-09-30 2018-08-30 3141\n",
      "27093 13690 36528\n",
      "13.060575103445753 2.819523464408571 20.270121207716347\n",
      "=====================\n",
      "643\n",
      "2011-09-22 2018-11-02 1728\n",
      "13708 11886 12251\n",
      "5.150267191259368 2.6196956474818323 3.126446710776994\n",
      "=====================\n",
      "644\n",
      "2009-10-19 2015-08-20 1422\n",
      "12043 11527 11298\n",
      "3.4496031680282258 2.5788859246613858 2.1915539521303447\n",
      "=====================\n",
      "645\n",
      "2009-11-19 2014-12-11 1229\n",
      "10579 11307 8738\n",
      "1.131920714915764 2.5535763720935236 -2.463124152088646\n",
      "=====================\n",
      "646\n",
      "2005-12-21 2014-09-05 2116\n",
      "20930 12356 27119\n",
      "12.39793605858611 2.672670539086092 19.41707011450452\n",
      "=====================\n",
      "647\n",
      "2010-08-09 2018-11-02 2002\n",
      "12595 12216 11274\n",
      "3.111703680924173 2.6569610629059133 1.5273684039660147\n",
      "=====================\n",
      "648\n",
      "2007-11-05 2013-01-04 1260\n",
      "8981 11342 4709\n",
      "-1.9403007792431477 2.557619481985092 -10.077242334331943\n",
      "=====================\n",
      "649\n",
      "2006-07-14 2010-01-26 865\n",
      "17923 10903 23897\n",
      "21.98352466378436 2.5067279243281244 38.558465929610286\n",
      "=====================\n",
      "650\n",
      "2010-09-06 2018-10-31 1980\n",
      "12630 12189 10600\n",
      "3.1881983718456164 2.653943357067835 0.72818780017554\n",
      "=====================\n",
      "651\n",
      "2008-06-16 2011-09-20 799\n",
      "11200 10831 9111\n",
      "3.6065351193144455 2.498355465806011 -2.6697871160184237\n",
      "=====================\n",
      "652\n",
      "2011-01-04 2018-11-02 1905\n",
      "12865 12098 10315\n",
      "3.6099857493186214 2.6436894563478788 0.3972259355318557\n",
      "=====================\n",
      "653\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-03-06 2017-11-14 1144\n",
      "14209 11211 15468\n",
      "8.83120153971229 2.542533620666992 11.471492057862903\n",
      "=====================\n",
      "654\n",
      "2009-10-09 2018-11-02 2207\n",
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      "2.968682136903623 2.685298021566723 0.43495073735626166\n",
      "=====================\n",
      "655\n",
      "2007-08-08 2018-11-02 2735\n",
      "12964 13145 7048\n",
      "2.6010141714172526 2.760126221233292 -2.5900817931387543\n",
      "=====================\n",
      "656\n",
      "2011-03-07 2014-02-17 714\n",
      "8920 10740 6932\n",
      "-3.629129499665329 2.487627236999243 -10.310914868900017\n",
      "=====================\n",
      "657\n",
      "2005-05-30 2013-11-01 2048\n",
      "19883 12272 27874\n",
      "11.582607267858426 2.6632853678691766 20.946541429506432\n",
      "=====================\n",
      "658\n",
      "2009-01-19 2016-11-11 1899\n",
      "16076 12091 16980\n",
      "7.679662381506852 2.642871391930708 8.82188012913357\n",
      "=====================\n",
      "659\n",
      "2010-07-15 2018-11-02 2019\n",
      "14273 12237 12611\n",
      "5.079803310266094 2.659296009571175 3.1048857675522035\n",
      "=====================\n",
      "660\n",
      "2009-03-23 2018-11-02 2341\n",
      "14992 12637 13487\n",
      "5.118525438925524 2.704034907578919 3.57585427358924\n",
      "=====================\n",
      "661\n",
      "2009-02-27 2018-11-02 2357\n",
      "15982 12657 15371\n",
      "6.091816852064894 2.706283565955599 5.469475124622683\n",
      "=====================\n",
      "662\n",
      "2010-12-27 2017-10-27 1662\n",
      "13697 11807 12975\n",
      "5.339719996679531 2.610822066812034 4.296477391439215\n",
      "=====================\n",
      "663\n",
      "2005-04-08 2008-08-01 808\n",
      "17475 10841 28310\n",
      "22.204377377212943 2.499494981937425 54.38682091339333\n",
      "=====================\n",
      "664\n",
      "2008-05-21 2011-04-15 707\n",
      "10966 10732 8878\n",
      "3.280041238420616 2.4867464586791943 -3.8056448731422727\n",
      "=====================\n",
      "665\n",
      "2012-10-17 2016-09-30 965\n",
      "13437 11013 14139\n",
      "8.550226024646415 2.519484377834559 10.295819611290867\n",
      "=====================\n",
      "666\n",
      "2012-08-23 2018-11-02 1506\n",
      "14217 11625 14291\n",
      "6.721547451433747 2.5900047681243867 6.839465178119945\n",
      "=====================\n",
      "667\n",
      "2013-02-08 2018-11-02 1393\n",
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      "5.420588842003446 2.5750618830168883 3.2231069392393112\n",
      "=====================\n",
      "668\n",
      "2008-04-21 2013-09-27 1323\n",
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      "1.12819100539914 2.5658621850325267 -4.844337698354581\n",
      "=====================\n",
      "669\n",
      "2012-06-21 2018-04-27 1424\n",
      "13553 11530 14954\n",
      "5.9889094737620985 2.579149927455915 8.350451736657902\n",
      "=====================\n",
      "670\n",
      "2009-11-10 2018-11-02 2185\n",
      "11880 12441 9390\n",
      "2.0660765208197716 2.6822380736732083 -0.6693940860967255\n",
      "=====================\n",
      "671\n",
      "2010-10-18 2018-11-02 1960\n",
      "12235 12165 9951\n",
      "2.7370700492209132 2.6512038884542335 -0.058925256651405716\n",
      "=====================\n",
      "672\n",
      "2013-04-15 2017-08-25 1066\n",
      "14031 11124 15576\n",
      "9.075982234228563 2.532455699306317 12.555316726026215\n",
      "=====================\n",
      "673\n",
      "2007-07-18 2015-11-16 2026\n",
      "13635 12245 9885\n",
      "4.306711243807601 2.660258240334388 -0.13514927519784398\n",
      "=====================\n",
      "674\n",
      "2007-10-24 2012-12-21 1261\n",
      "8374 11343 4244\n",
      "-3.092820473549918 2.5577500454844904 -10.953587226290546\n",
      "=====================\n",
      "675\n",
      "2006-03-29 2009-11-03 878\n",
      "19404 10917 32248\n",
      "25.708425254942984 2.5083814224032723 60.816703402931914\n",
      "=====================\n",
      "676\n",
      "2010-02-12 2018-11-02 2118\n",
      "12654 12358 10120\n",
      "3.0080529541675847 2.6729472291935865 0.136651679654125\n",
      "=====================\n",
      "677\n",
      "2006-09-18 2014-12-16 2003\n",
      "19280 12217 24014\n",
      "11.11984227041817 2.6570983382638182 16.792746847625274\n",
      "=====================\n",
      "678\n",
      "2009-12-25 2017-06-30 1824\n",
      "12509 12000 10706\n",
      "3.302032677983218 2.632673571846235 0.9298207245616176\n",
      "=====================\n",
      "679\n",
      "2006-08-25 2018-11-02 2965\n",
      "21601 13451 25398\n",
      "9.390579236185278 2.793572638671724 12.464382784016866\n",
      "=====================\n",
      "680\n",
      "2012-07-23 2018-11-02 1529\n",
      "13702 11651 13909\n",
      "5.810925052677782 2.59306022049189 6.136925751310131\n",
      "=====================\n",
      "681\n",
      "2006-11-09 2018-11-02 2916\n",
      "20210 13385 21579\n",
      "8.404033735207333 2.7864030343661508 9.530463770577919\n",
      "=====================\n",
      "682\n",
      "2009-05-19 2013-05-02 959\n",
      "10221 11006 8625\n",
      "0.5538535581101184 2.518716571688507 -3.440458828885229\n",
      "=====================\n",
      "683\n",
      "2010-12-29 2015-03-13 1018\n",
      "11864 11071 11815\n",
      "4.39637747637672 2.5262801284504843 4.279808856558662\n",
      "=====================\n",
      "684\n",
      "2009-12-31 2016-02-19 1487\n",
      "10883 11603 8534\n",
      "1.4256268137410568 2.5874842737754777 -2.364580890410655\n",
      "=====================\n",
      "685\n",
      "2012-01-17 2018-11-02 1652\n",
      "13361 11796 13371\n",
      "4.884228667301349 2.60948103455594 4.898409588873676\n",
      "=====================\n",
      "686\n",
      "2012-10-22 2018-11-02 1469\n",
      "14091 11582 14051\n",
      "6.6852121065753805 2.585099416163887 6.618951216727925\n",
      "=====================\n",
      "687\n",
      "2009-12-28 2018-11-02 2151\n",
      "11899 12399 9459\n",
      "2.1190603941945487 2.677518039249195 -0.6036254976787205\n",
      "=====================\n",
      "688\n",
      "2011-01-18 2018-11-02 1895\n",
      "12821 12086 11049\n",
      "3.5733949820920756 2.6423262002470245 1.3295888139728052\n",
      "=====================\n",
      "689\n",
      "2012-07-23 2018-11-02 1529\n",
      "13702 11651 13909\n",
      "5.810925052677782 2.59306022049189 6.136925751310131\n",
      "=====================\n",
      "690\n",
      "2009-03-16 2013-01-24 943\n",
      "11728 10988 11521\n",
      "4.3984193901050395 2.5166706012808127 3.873219759110898\n",
      "=====================\n",
      "691\n",
      "2006-05-31 2018-10-16 3014\n",
      "21630 13517 22710\n",
      "9.261364225453624 2.8007662696139146 10.12096247756906\n",
      "=====================\n",
      "692\n",
      "2012-12-31 2018-11-02 1419\n",
      "13171 11524 13041\n",
      "5.363866953583518 2.578489987235345 5.143815712562066\n",
      "=====================\n",
      "693\n",
      "2007-05-22 2015-06-19 1969\n",
      "14663 12176 11980\n",
      "5.684415140143971 2.6524361900314175 2.414047044863426\n",
      "=====================\n",
      "694\n",
      "2008-03-14 2015-03-04 1693\n",
      "11471 11844 8491\n",
      "2.0860860770495275 2.614985030823541 -2.1378909518808586\n",
      "=====================\n",
      "695\n",
      "2006-10-30 2014-09-30 1928\n",
      "17216 12126 16947\n",
      "8.983419402661177 2.646828450623686 8.648123002259918\n",
      "=====================\n",
      "696\n",
      "2007-05-28 2010-07-02 760\n",
      "9266 10789 6220\n",
      "-2.315310524802464 2.4934255067557123 -11.933932479372318\n",
      "=====================\n",
      "697\n",
      "2005-09-20 2013-10-31 1966\n",
      "19620 12172 24676\n",
      "11.743736758720082 2.652025339359633 17.916862104884842\n",
      "=====================\n",
      "698\n",
      "2011-04-11 2016-01-22 1167\n",
      "11246 11237 9340\n",
      "2.5632129524119636 2.545515426812945 -1.3571020322158727\n",
      "=====================\n",
      "699\n",
      "2008-07-22 2013-09-24 1257\n",
      "10623 11339 8413\n",
      "1.1903319065595397 2.557227844248902 -3.029202388531177\n",
      "=====================\n",
      "700\n",
      "2010-07-27 2018-02-01 1831\n",
      "14786 12009 15185\n",
      "6.273339156088715 2.6336231797332172 6.797393773727621\n",
      "=====================\n",
      "701\n",
      "2009-08-05 2012-12-05 812\n",
      "8525 10845 5901\n",
      "-4.357138026013537 2.5000016545113293 -12.112495315776513\n",
      "=====================\n",
      "702\n",
      "2011-07-11 2018-11-02 1780\n",
      "12328 11948 10568\n",
      "3.139180714473133 2.626714894996942 0.7667507748514479\n",
      "=====================\n",
      "703\n",
      "2012-12-07 2018-11-02 1435\n",
      "13998 11542 14644\n",
      "6.687120504672499 2.5806025795823766 7.767673254364333\n",
      "=====================\n",
      "704\n",
      "2008-02-04 2018-11-02 2614\n",
      "12297 12987 6646\n",
      "2.109473388022179 2.7427398958556575 -3.0786761479265414\n",
      "=====================\n",
      "705\n",
      "2007-08-15 2017-10-16 2473\n",
      "13678 12805 8155\n",
      "3.569501354701623 2.7226596792401154 -1.790397506932648\n",
      "=====================\n",
      "706\n",
      "2009-09-02 2014-08-15 1201\n",
      "10119 11276 8165\n",
      "0.23879867319735643 2.5499317784155777 -3.6655917619381015\n",
      "=====================\n",
      "707\n",
      "2010-11-30 2018-11-02 1929\n",
      "12534 12127 10488\n",
      "3.153191447918396 2.6469650395685584 0.6078475926272137\n",
      "=====================\n",
      "708\n",
      "2012-08-24 2017-02-17 1087\n",
      "14233 11148 15034\n",
      "9.34620565919357 2.5351637860816694 11.116399891568147\n",
      "=====================\n",
      "709\n",
      "2009-07-21 2018-11-02 2259\n",
      "12445 12534 9294\n",
      "2.598325783573587 2.6925488157420414 -0.7490699681299738\n",
      "=====================\n",
      "710\n",
      "2012-02-08 2018-11-02 1641\n",
      "12925 11783 13013\n",
      "4.27792605367983 2.6080069452929333 4.40803499031431\n",
      "=====================\n",
      "711\n",
      "2007-05-08 2017-03-24 2408\n",
      "14115 12722 9467\n",
      "4.101850211501698 2.713467504058258 -0.5311335193633089\n",
      "=====================\n",
      "712\n",
      "2012-09-18 2017-02-07 1062\n",
      "13840 11120 15057\n",
      "8.679947772880533 2.531940306757276 11.429048633107259\n",
      "=====================\n",
      "713\n",
      "2011-08-26 2018-09-28 1726\n",
      "13057 11883 11853\n",
      "4.250831808815851 2.619426169017248 2.5768038463668526\n",
      "=====================\n",
      "714\n",
      "2007-03-09 2018-11-02 2838\n",
      "17230 13281 12599\n",
      "6.114663465050272 2.7750395385198146 2.1984031298504028\n",
      "=====================\n",
      "715\n",
      "2009-12-30 2018-11-02 2149\n",
      "11772 12397 9244\n",
      "1.979544629622293 2.677240729095278 -0.8441581726522915\n",
      "=====================\n",
      "716\n",
      "2006-03-17 2012-11-07 1619\n",
      "17480 11757 22338\n",
      "11.089613436219151 2.605062051321839 18.29044727365783\n",
      "=====================\n",
      "717\n",
      "2011-06-22 2018-11-02 1793\n",
      "12783 11963 11312\n",
      "3.7257352831061867 2.628473567482318 1.7564587848225504\n",
      "=====================\n",
      "718\n"
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     "output_type": "stream",
     "text": [
      "2005-08-29 2017-08-30 2920\n",
      "28407 13390 41796\n",
      "15.129427118917288 2.7869874097084097 26.134239318146086\n",
      "=====================\n",
      "719\n",
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      "13345 11470 13147\n",
      "5.852286144795399 2.5722974138484904 5.506538810959447\n",
      "=====================\n",
      "720\n",
      "2012-04-16 2015-06-24 776\n",
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      "13.194277765909415 2.495446493634691 27.708338306328038\n",
      "=====================\n",
      "721\n",
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      "=====================\n",
      "722\n",
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      "9.730420731240793 2.8029732186436394 11.157454315592187\n",
      "=====================\n",
      "723\n",
      "2005-09-08 2016-05-05 2588\n",
      "25355 12953 33643\n",
      "14.240065470480815 2.7390226558437636 21.92619638001213\n",
      "=====================\n",
      "724\n",
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      "=====================\n",
      "725\n",
      "2005-04-18 2009-05-18 993\n",
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      "=====================\n",
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      "1.9677727046392608 2.6797378755833474 -1.0737535794429909\n",
      "=====================\n",
      "727\n",
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      "-3.1414569598223774 2.5247393471736235 -8.493666680684296\n",
      "=====================\n",
      "728\n",
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      "4.710336813181314 2.6153883613944147 2.778785899618965\n",
      "=====================\n",
      "729\n",
      "2008-12-17 2015-09-17 1641\n",
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      "7.769222983815061 2.6080069452929333 9.028909401199002\n",
      "=====================\n",
      "730\n",
      "2005-07-29 2017-01-26 2797\n",
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      "14.56311665096839 2.7690906188428968 24.150872718131552\n",
      "=====================\n",
      "731\n",
      "2010-05-13 2013-09-06 806\n",
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      "-1.0479523468837422 2.4992416966501807 -5.455050884758156\n",
      "=====================\n",
      "732\n",
      "2012-09-19 2018-11-02 1487\n",
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      "6.509863957989409 2.5874842737754777 7.501511425109218\n",
      "=====================\n",
      "733\n",
      "2008-08-18 2011-06-10 683\n",
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      "=====================\n",
      "734\n",
      "2009-04-23 2018-01-19 2130\n",
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      "7.12770731074244 2.674608158261106 7.350123349948699\n",
      "=====================\n",
      "735\n",
      "2008-05-15 2014-04-04 1431\n",
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      "-0.5578494627490774 2.580074217737622 -7.487610719687066\n",
      "=====================\n",
      "736\n",
      "2013-03-25 2016-01-26 693\n",
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      "6.307877547335066 2.484986141788176 4.3392424548905355\n",
      "=====================\n",
      "737\n",
      "2010-11-08 2015-02-17 1042\n",
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      "1.4888102936114458 2.529365422476626 -0.17038032951631202\n",
      "=====================\n",
      "738\n",
      "2008-11-21 2011-11-09 722\n",
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      "9.729497718835127 2.488634347181879 14.380266574834852\n",
      "=====================\n",
      "739\n",
      "2012-11-01 2018-11-02 1461\n",
      "14536 11573 14318\n",
      "7.452392916138588 2.584040408815924 7.094263370479613\n",
      "=====================\n",
      "740\n",
      "2009-10-23 2016-02-29 1542\n",
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      "1.4411349997640461 2.594789314829946 -2.4431226329299798\n",
      "=====================\n",
      "741\n",
      "2005-12-26 2010-01-08 983\n",
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      "29.70418048874976 2.521789654571095 67.70991854699739\n",
      "=====================\n",
      "742\n",
      "2009-06-11 2018-11-02 2287\n",
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      "3.7213215902516756 2.6964637056714356 1.164416277277767\n",
      "=====================\n",
      "743\n",
      "2008-09-18 2015-09-28 1707\n",
      "15305 11861 17103\n",
      "7.4594012835584245 2.6168679401165984 9.986927270450202\n",
      "=====================\n",
      "744\n",
      "2013-04-15 2018-10-18 1343\n",
      "12868 11437 12493\n",
      "5.126425570218324 2.5684862421374226 4.455619542926516\n",
      "=====================\n",
      "745\n",
      "2009-10-30 2012-09-24 709\n",
      "8963 10734 6753\n",
      "-3.5078354361239494 2.486998067442516 -10.988302589778467\n",
      "=====================\n",
      "746\n",
      "2008-03-04 2015-09-18 1838\n",
      "11488 12017 6960\n",
      "1.9441670011104792 2.634573237532268 -3.96911391023293\n",
      "=====================\n",
      "747\n",
      "2006-04-21 2012-10-30 1588\n",
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      "10.626809772452837 2.600919849250474 14.34476769933715\n",
      "=====================\n",
      "748\n",
      "2010-01-14 2018-11-02 2139\n",
      "11905 12384 9483\n",
      "2.138107926936765 2.675854742552591 -0.580041635480825\n",
      "=====================\n",
      "749\n",
      "2010-06-17 2015-06-04 1206\n",
      "14518 11281 18887\n",
      "8.99133032203333 2.550582094881837 17.68699766062924\n",
      "=====================\n",
      "750\n",
      "2007-03-26 2015-06-19 2005\n",
      "15684 12220 16776\n",
      "6.804888779739827 2.65737291688699 8.11141323581312\n",
      "=====================\n",
      "751\n",
      "2009-01-07 2015-07-22 1589\n",
      "17107 11722 21526\n",
      "10.73444069833226 2.6010533333428674 17.409481921763625\n",
      "=====================\n",
      "752\n",
      "2011-08-26 2018-02-05 1568\n",
      "14307 11697 14732\n",
      "6.5938245745654935 2.598252059579299 7.24324066905562\n",
      "=====================\n",
      "753\n",
      "2006-08-14 2010-01-18 838\n",
      "18599 10874 28106\n",
      "24.628335200086067 2.5032983438872205 51.85575170721064\n",
      "=====================\n",
      "754\n",
      "2012-06-25 2016-05-06 941\n",
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      "=====================\n",
      "755\n",
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      "2.939862334562388 2.624552496846307 1.536490227775805\n",
      "=====================\n",
      "756\n",
      "2007-08-22 2015-11-25 2008\n",
      "11576 12223 7485\n",
      "1.8842502561989654 2.6577848546007132 -3.0049823017296573\n",
      "=====================\n",
      "757\n",
      "2011-07-25 2018-11-02 1770\n",
      "12142 11936 11084\n",
      "2.905084713334039 2.6253631219371596 1.4707320787503562\n",
      "=====================\n",
      "758\n",
      "2005-12-30 2013-10-11 1884\n",
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      "12.769591197004349 2.640827684165563 21.313869720754315\n",
      "=====================\n",
      "759\n",
      "2009-09-03 2012-06-21 678\n",
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      "-1.4262041969492392 2.483101920643279 -6.260535083968093\n",
      "=====================\n",
      "760\n",
      "2006-02-17 2016-05-26 2501\n",
      "22712 12841 30030\n",
      "12.199191414444986 2.7266319246092663 19.221477299884366\n",
      "=====================\n",
      "761\n",
      "2008-09-01 2013-09-30 1232\n",
      "11140 11311 10432\n",
      "2.221084148771832 2.5539672719876925 0.8425189485916914\n",
      "=====================\n",
      "762\n",
      "2005-08-22 2013-02-19 1820\n",
      "21208 11996 28825\n",
      "14.780015481572327 2.6321311406776013 24.825183939462605\n",
      "=====================\n",
      "763\n",
      "2011-08-03 2014-05-30 682\n",
      "8927 10705 7297\n",
      "-3.7738120480669277 2.483604194358278 -9.50855353685367\n",
      "=====================\n",
      "764\n",
      "2011-08-01 2015-04-29 907\n",
      "13117 10949 16033\n",
      "8.249001869412727 2.5120752006952145 15.965183309707918\n",
      "=====================\n",
      "765\n",
      "2005-10-24 2012-09-19 1684\n",
      "19155 11833 24775\n",
      "13.048060744614387 2.6137755297090624 21.05723701868733\n",
      "=====================\n",
      "766\n",
      "2010-01-07 2014-04-30 1043\n",
      "8733 11099 6216\n",
      "-2.914465335475803 2.5294940844656484 -8.705399957317859\n",
      "=====================\n",
      "767\n",
      "2005-08-01 2017-12-29 3022\n",
      "29755 13528 45208\n",
      "15.689571532601956 2.8019430276920074 27.96188018534812\n",
      "=====================\n",
      "768\n",
      "2010-01-19 2018-06-20 2045\n",
      "12293 12268 10363\n",
      "2.6915735088843324 2.662872311900274 0.4267743374812138\n",
      "=====================\n",
      "769\n",
      "2007-05-29 2015-10-12 2037\n",
      "12240 12259 8271\n",
      "2.6398994415967785 2.6617712398664213 -2.036838259301657\n",
      "=====================\n",
      "770\n",
      "2008-03-26 2017-03-20 2185\n",
      "13327 12441 8812\n",
      "3.65544980460591 2.6822380736732083 -1.3041473677265518\n",
      "=====================\n",
      "771\n",
      "2006-06-05 2009-06-15 740\n",
      "16247 10768 21139\n",
      "20.261040353144782 2.490902321642983 36.12764393573424\n",
      "=====================\n",
      "772\n",
      "2012-09-07 2018-11-02 1495\n",
      "14189 11612 14199\n",
      "6.725192965521554 2.5885451406560724 6.7414661940166525\n",
      "=====================\n",
      "773\n",
      "2012-12-13 2018-11-02 1431\n",
      "14009 11538 14671\n",
      "6.724978061489076 2.580074217737622 7.834507114668165\n",
      "=====================\n",
      "774\n",
      "2005-12-27 2010-10-28 1173\n",
      "22216 11244 36957\n",
      "24.99440596938273 2.5462940486994823 55.15523753653159\n",
      "=====================\n",
      "775\n",
      "2009-02-02 2013-01-07 960\n",
      "12178 11007 12328\n",
      "5.445428998628921 2.518844517883856 5.820564300506542\n",
      "=====================\n",
      "776\n",
      "2008-10-14 2013-05-20 1117\n",
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      "5.732356964484233 2.5390391232533283 7.496520521746682\n",
      "=====================\n",
      "777\n",
      "2007-12-24 2017-08-22 2351\n",
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      "2.599661398132973 2.7054400325677266 -2.85215051338545\n",
      "=====================\n",
      "778\n",
      "2007-10-11 2017-02-20 2277\n",
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      "1.7508720105791324 2.6950646761036623 -4.187999950739962\n",
      "=====================\n",
      "779\n",
      "2010-06-17 2018-11-02 2039\n",
      "13316 12261 11993\n",
      "3.903485882406289 2.662046451903529 2.3468868264404152\n",
      "=====================\n",
      "780\n",
      "2007-12-24 2013-05-28 1317\n",
      "9293 11407 5078\n",
      "-1.2882268293093389 2.565075657354058 -8.968848290271627\n",
      "=====================\n",
      "781\n",
      "2012-10-11 2018-11-02 1476\n",
      "14196 11590 14289\n",
      "6.824317406586783 2.5860265166156626 6.975148121795607\n",
      "=====================\n",
      "782\n",
      "2008-07-08 2014-03-21 1384\n",
      "10257 11484 7439\n",
      "0.44693992353398126 2.5738766312043575 -4.440316042649597\n",
      "=====================\n",
      "783\n"
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     "output_type": "stream",
     "text": [
      "2012-01-12 2018-11-02 1655\n",
      "13722 11799 13511\n",
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      "=====================\n",
      "784\n",
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      "11191 11171 10247\n",
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      "=====================\n",
      "785\n",
      "2008-03-17 2017-08-24 2300\n",
      "13880 12585 9418\n",
      "4.04932350555845 2.6982838651554406 -0.6069114698188981\n",
      "=====================\n",
      "786\n",
      "2013-02-20 2018-11-02 1390\n",
      "12809 11491 12174\n",
      "4.851562943040834 2.5746667191578867 3.754027237316798\n",
      "=====================\n",
      "787\n",
      "2013-01-22 2017-02-03 978\n",
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      "=====================\n",
      "788\n",
      "2008-05-05 2018-11-02 2557\n",
      "13198 12913 8112\n",
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      "=====================\n",
      "789\n",
      "2012-10-22 2018-08-09 1414\n",
      "13912 11518 14509\n",
      "6.641007474550492 2.5778302695224466 7.654031041287709\n",
      "=====================\n",
      "790\n",
      "2007-02-05 2015-03-02 1958\n",
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      "6.497864733955941 2.6509301456690717 7.173047951878973\n",
      "=====================\n",
      "791\n",
      "2009-12-25 2013-11-21 944\n",
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      "-2.4774525070859132 2.5167984100058343 -7.533272044943668\n",
      "=====================\n",
      "792\n",
      "2011-05-30 2015-07-13 1002\n",
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      "6.0982641847559265 2.5242260295423575 10.192881411767175\n",
      "=====================\n",
      "793\n",
      "2013-01-07 2018-11-02 1417\n",
      "13094 11522 12974\n",
      "5.240604959912194 2.57822607345397 5.037498519930926\n",
      "=====================\n",
      "794\n",
      "2010-11-15 2018-11-02 1940\n",
      "12207 12140 9925\n",
      "2.7306001451694413 2.648468128632068 -0.09195621642589738\n",
      "=====================\n",
      "795\n",
      "2007-06-07 2018-11-02 2779\n",
      "13660 13203 8653\n",
      "3.161572751112825 2.7664841472846127 -1.1630240241041974\n",
      "=====================\n",
      "796\n",
      "2009-06-08 2014-04-30 1189\n",
      "9774 11262 7321\n",
      "-0.45481451637027936 2.5483719117545096 -5.407036828988979\n",
      "=====================\n",
      "797\n",
      "2011-10-26 2017-02-13 1287\n",
      "13173 11373 12958\n",
      "5.918078723961706 2.5611477853774196 5.517925967457392\n",
      "=====================\n",
      "798\n",
      "2010-02-01 2018-11-02 2127\n",
      "12694 12370 10435\n",
      "3.040806185852786 2.67419279924825 0.49152885734013363\n",
      "=====================\n",
      "799\n",
      "2010-01-05 2016-09-30 1639\n",
      "11331 11780 9128\n",
      "1.949469997553557 2.6077390467512718 -1.2767688546166345\n",
      "=====================\n",
      "800\n",
      "2010-09-29 2018-11-02 1968\n",
      "12972 12174 11445\n",
      "3.624712004872387 2.652299230530128 1.762322192915232\n",
      "=====================\n",
      "801\n",
      "2009-09-28 2018-11-02 2210\n",
      "12798 12473 11068\n",
      "3.0395948471372383 2.6857156412856744 1.1603014058347882\n",
      "=====================\n",
      "802\n",
      "2006-11-23 2018-03-29 2761\n",
      "22451 13179 23818\n",
      "10.823405173944584 2.763880872429779 12.011413831185775\n",
      "=====================\n",
      "803\n",
      "2005-04-29 2011-11-22 1597\n",
      "20146 11731 27986\n",
      "15.248668146922412 2.602121530692205 27.030734106501164\n",
      "=====================\n",
      "804\n",
      "2006-04-10 2016-12-29 2611\n",
      "23482 12983 29499\n",
      "12.393078594712561 2.742310647644594 17.923554418540526\n",
      "=====================\n",
      "805\n",
      "2007-03-12 2018-11-02 2837\n",
      "17212 13280 12576\n",
      "6.1016690403549285 2.774894244914329 2.1797033238803643\n",
      "=====================\n",
      "806\n",
      "2009-01-19 2018-11-02 2381\n",
      "16353 12688 16349\n",
      "6.40416141540856 2.7096611409460887 6.400060424896865\n",
      "=====================\n",
      "807\n",
      "2009-09-07 2016-05-06 1617\n",
      "12088 11754 10084\n",
      "3.100087740107562 2.6047945506572994 0.12498437172393684\n",
      "=====================\n",
      "808\n",
      "2008-03-11 2013-06-07 1276\n",
      "9564 11360 5593\n",
      "-0.8197795469571315 2.559709553720345 -8.288147205250786\n",
      "=====================\n",
      "809\n",
      "2007-08-20 2013-01-16 1318\n",
      "9446 11408 5275\n",
      "-1.0082738749699454 2.5652067232165146 -8.603849673637201\n",
      "=====================\n",
      "810\n",
      "2007-10-09 2018-11-02 2696\n",
      "11766 13094 5796\n",
      "1.5727982423046731 2.754506704209207 -3.7416788822972857\n",
      "=====================\n",
      "811\n",
      "2008-08-25 2016-05-12 1874\n",
      "14780 12060 12872\n",
      "6.122148627836756 2.639466364815424 3.6789327917048134\n",
      "=====================\n",
      "812\n",
      "2010-03-15 2018-11-02 2102\n",
      "12622 12339 10336\n",
      "2.9937594317648277 2.670734758820475 0.3836917581088562\n",
      "=====================\n",
      "813\n",
      "2008-04-14 2014-06-20 1503\n",
      "9820 11621 6042\n",
      "-0.28603468955336825 2.5896065804357673 -6.31980109198202\n",
      "=====================\n",
      "814\n",
      "2006-06-02 2018-09-28 3005\n",
      "22592 13505 24737\n",
      "10.056874410237029 2.7994431851452366 11.770673696133583\n",
      "=====================\n",
      "815\n",
      "2008-04-28 2015-09-30 1808\n",
      "12442 11981 8588\n",
      "3.2428185168775103 2.630504727720994 -1.8730691316284915\n",
      "=====================\n",
      "816\n",
      "2008-12-19 2017-11-03 2157\n",
      "17388 12407 19456\n",
      "8.220549654570839 2.6783501955043585 10.521901915142\n",
      "=====================\n",
      "817\n",
      "2007-08-01 2010-06-25 708\n",
      "9955 10733 6378\n",
      "-0.15043288163666457 2.4868722588429693 -12.277785520580203\n",
      "=====================\n",
      "818\n",
      "2005-05-09 2010-10-19 1327\n",
      "22770 11418 37129\n",
      "23.096071788741018 2.5663867135298246 49.06551276233391\n",
      "=====================\n",
      "819\n",
      "2008-02-28 2015-12-31 1910\n",
      "12320 12104 8072\n",
      "2.9158380675911957 2.6443714306089507 -2.422418887904133\n",
      "=====================\n",
      "820\n",
      "2011-08-24 2018-11-02 1748\n",
      "12877 11909 11708\n",
      "3.9508748995008314 2.6223924373715413 2.3464412747080643\n",
      "=====================\n",
      "821\n",
      "2008-09-01 2015-07-30 1679\n",
      "14636 11828 16522\n",
      "6.628008514165473 2.613103902489511 9.323925946304099\n",
      "=====================\n",
      "822\n",
      "2011-08-29 2018-06-15 1652\n",
      "13460 11796 13156\n",
      "5.027034922372691 2.60948103455594 4.586378972525394\n",
      "=====================\n",
      "823\n",
      "2006-03-27 2018-11-02 3069\n",
      "24092 13591 31314\n",
      "11.020213041582295 2.8088694844232336 16.668261733887096\n",
      "=====================\n",
      "824\n",
      "2006-05-15 2018-07-05 2959\n",
      "22408 13443 24719\n",
      "10.064462492114961 2.792693438846917 11.93857167347909\n",
      "=====================\n",
      "825\n",
      "2010-01-04 2018-11-02 2147\n",
      "11806 12394 9304\n",
      "2.01930405538533 2.67696345656409 -0.7775417275075953\n",
      "=====================\n",
      "826\n",
      "2007-03-14 2016-05-20 2237\n",
      "16014 12506 11851\n",
      "6.452808951473192 2.6894780480336964 1.9862401738024165\n",
      "=====================\n",
      "827\n",
      "2006-02-24 2018-09-14 3061\n",
      "23919 13580 30893\n",
      "10.913752881775894 2.807688941775478 16.381724272017586\n",
      "=====================\n",
      "828\n",
      "2009-05-04 2018-11-02 2313\n",
      "13954 12602 12121\n",
      "4.102848747867322 2.7001056325018036 2.2017223187391113\n",
      "=====================\n",
      "829\n",
      "2005-09-30 2012-09-20 1696\n",
      "18806 11848 23936\n",
      "12.461488213497805 2.6153883613944147 19.72207042662253\n",
      "=====================\n",
      "830\n",
      "2005-04-22 2017-04-28 2921\n",
      "26695 13392 36628\n",
      "13.71794998309744 2.787133528473876 21.87866178661156\n",
      "=====================\n",
      "831\n",
      "2007-11-26 2013-12-20 1475\n",
      "9036 11589 4746\n",
      "-1.5671090157578889 2.585894046883256 -8.548806672431168\n",
      "=====================\n",
      "832\n",
      "2010-09-08 2018-11-02 1980\n",
      "12874 12189 11037\n",
      "3.48366451810899 2.653943357067835 1.2575934963614142\n",
      "=====================\n",
      "833\n",
      "2013-02-04 2018-11-02 1397\n",
      "12717 11499 11973\n",
      "4.668502544132989 2.5755888925252437 3.389759594841766\n",
      "=====================\n",
      "834\n",
      "2005-08-03 2012-08-17 1714\n",
      "19380 11869 25434\n",
      "13.13534948694721 2.6178100632122354 21.61242821998968\n",
      "=====================\n",
      "835\n",
      "2007-12-13 2018-11-02 2649\n",
      "12396 13032 6736\n",
      "2.171304240217669 2.7477542762922282 -2.9568472668187384\n",
      "=====================\n",
      "836\n",
      "2007-10-26 2017-01-06 2240\n",
      "11431 12510 6205\n",
      "1.5342642378875686 2.6898965190581716 -4.065693297288107\n",
      "=====================\n",
      "837\n",
      "2010-11-22 2018-11-02 1935\n",
      "12919 12134 10372\n",
      "3.620842640043622 2.647784767517331 0.462622512630498\n",
      "=====================\n",
      "838\n",
      "2007-05-08 2012-06-15 1248\n",
      "10637 11329 6966\n",
      "1.2254455900980092 2.5560534057432407 -5.832729355055542\n",
      "=====================\n",
      "839\n",
      "2008-02-25 2018-11-02 2604\n",
      "12483 12974 7279\n",
      "2.288572391668509 2.741309409393624 -2.5072179913002164\n",
      "=====================\n",
      "840\n",
      "2010-08-06 2018-11-02 2003\n",
      "12611 12217 11354\n",
      "3.129119460596842 2.6570983382638182 1.622373022941855\n",
      "=====================\n",
      "841\n",
      "2008-06-06 2018-11-02 2533\n",
      "13312 12882 9429\n",
      "3.138229980803553 2.731180908330603 -0.5410173332020193\n",
      "=====================\n",
      "842\n",
      "2012-05-21 2018-11-02 1573\n",
      "13145 11703 12717\n",
      "4.799506771986352 2.5989186692445836 4.145865045184186\n",
      "=====================\n",
      "843\n",
      "2005-08-29 2018-11-02 3205\n",
      "26927 13777 35866\n",
      "12.676189556673126 2.829037797394571 19.369323384727796\n",
      "=====================\n",
      "844\n",
      "2005-08-05 2011-05-20 1407\n",
      "21738 11510 33790\n",
      "20.022561538182792 2.576907038377346 40.58143082872219\n",
      "=====================\n",
      "845\n",
      "2005-04-08 2014-07-11 2249\n",
      "18108 12521 21406\n",
      "8.652742251675988 2.6911524436317436 12.172074816759903\n",
      "=====================\n",
      "846\n",
      "2012-03-26 2018-11-02 1608\n",
      "13435 11744 12875\n",
      "5.127684438650967 2.603591244793824 4.291751492046699\n",
      "=====================\n",
      "847\n",
      "2005-05-13 2016-12-09 2819\n",
      "27443 13256 39363\n",
      "14.851218316295123 2.7722806538902596 24.99938388679351\n",
      "=====================\n",
      "848\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2006-09-21 2017-09-05 2665\n",
      "24408 13053 27801\n",
      "12.975421551406127 2.7500505484825015 16.03106643353878\n",
      "=====================\n",
      "849\n",
      "2007-01-04 2018-11-02 2879\n",
      "18239 13336 15917\n",
      "6.868752134367664 2.781005118134141 4.932799474352537\n",
      "=====================\n",
      "850\n",
      "2011-04-26 2015-06-25 1013\n",
      "12895 11066 14566\n",
      "6.860214509388266 2.525637985202729 10.819995712263712\n",
      "=====================\n",
      "851\n",
      "2011-06-29 2016-06-03 1200\n",
      "11430 11274 10630\n",
      "2.8603272023146564 2.549801741390123 1.2609285473823162\n",
      "=====================\n",
      "852\n",
      "2006-06-07 2009-05-05 711\n",
      "16630 10736 20655\n",
      "22.38206598644202 2.487249709951512 35.96816064302311\n",
      "=====================\n",
      "853\n",
      "2012-03-05 2018-11-02 1623\n",
      "13165 11762 12356\n",
      "4.680585350691221 2.6055971610863153 3.4851286760405475\n",
      "=====================\n",
      "854\n",
      "2009-03-13 2015-06-24 1527\n",
      "16179 11649 22127\n",
      "9.712842792405347 2.59279434063425 19.061522996595333\n",
      "=====================\n",
      "855\n",
      "2007-04-06 2010-12-31 913\n",
      "12416 10955 10525\n",
      "6.353401689706247 2.512840329297061 1.382006939642816\n",
      "=====================\n",
      "856\n",
      "2008-04-28 2018-08-16 2510\n",
      "13347 12852 8786\n",
      "3.200755732275038 2.72791032541291 -1.1600306468907364\n",
      "=====================\n",
      "857\n",
      "2005-05-09 2015-09-18 2525\n",
      "25387 12872 35760\n",
      "14.626171126000628 2.730042733706483 24.485568765418396\n",
      "=====================\n",
      "858\n",
      "2013-04-24 2016-02-19 686\n",
      "12275 10710 12227\n",
      "7.9617972216995625 2.484106602781952 7.7945387620239615\n",
      "=====================\n",
      "859\n",
      "2006-12-28 2017-05-26 2530\n",
      "19186 12878 17578\n",
      "8.714200103201389 2.730754020239099 7.1891390578766226\n",
      "=====================\n",
      "860\n",
      "2008-08-28 2012-07-13 941\n",
      "11311 10986 10491\n",
      "3.3446187444128603 2.5164150095893065 1.2531503801474804\n",
      "=====================\n",
      "861\n",
      "2012-01-06 2018-11-02 1659\n",
      "14385 11804 14364\n",
      "6.344663473798528 2.6104196619812625 6.313403833483148\n",
      "=====================\n",
      "862\n",
      "2009-02-20 2012-01-20 714\n",
      "11220 10740 10681\n",
      "4.1009559157740005 2.487627236999243 2.290822143763313\n",
      "=====================\n",
      "863\n",
      "2007-07-18 2014-10-20 1763\n",
      "10548 11927 6446\n",
      "0.7468066918678334 2.6244174246426084 -4.836864144020611\n",
      "=====================\n",
      "864\n",
      "2010-12-13 2018-11-02 1920\n",
      "12558 12116 10089\n",
      "3.198150458251528 2.645736071989327 0.11188846571360267\n",
      "=====================\n",
      "865\n",
      "2007-02-05 2018-11-02 2857\n",
      "16737 13306 14483\n",
      "5.6594966424818685 2.7778020009205444 3.765915912663313\n",
      "=====================\n",
      "866\n",
      "2009-03-19 2013-06-04 1023\n",
      "11420 11077 10768\n",
      "3.3332777531009077 2.526922487574798 1.8030336180940247\n",
      "=====================\n",
      "867\n",
      "2010-01-14 2018-11-02 2139\n",
      "11905 12384 9483\n",
      "2.138107926936765 2.675854742552591 -0.580041635480825\n",
      "=====================\n",
      "868\n",
      "2008-03-14 2015-09-02 1820\n",
      "12062 11996 8095\n",
      "2.720335932755611 2.6321311406776013 -2.511979334727522\n",
      "=====================\n",
      "869\n",
      "2005-09-29 2008-12-26 788\n",
      "15840 10819 20329\n",
      "17.787135786497473 2.496963658135246 31.459700789304986\n",
      "=====================\n",
      "870\n",
      "2013-02-01 2018-11-02 1398\n",
      "12728 11500 11993\n",
      "4.683420119354938 2.5757206671144846 3.4226252216934085\n",
      "=====================\n",
      "871\n",
      "2006-05-11 2010-06-18 1004\n",
      "16514 11056 21488\n",
      "15.571895421399393 2.5244826711060826 27.462250691268586\n",
      "=====================\n",
      "872\n",
      "2005-04-08 2018-06-13 3206\n",
      "26603 13779 37753\n",
      "12.429690416110352 2.8291867895395093 20.775908890994817\n",
      "=====================\n",
      "873\n",
      "2011-08-30 2016-12-02 1277\n",
      "12815 11362 12418\n",
      "5.291329527610489 2.5598402580158277 4.54491195708736\n",
      "=====================\n",
      "874\n",
      "2006-11-06 2009-11-03 730\n",
      "16701 10757 22783\n",
      "22.033947317844145 2.4896419978237936 42.02639322642352\n",
      "=====================\n",
      "875\n",
      "2010-03-18 2018-11-02 2099\n",
      "12611 12335 10068\n",
      "2.985954517504921 2.6703201878221523 0.07850311780982254\n",
      "=====================\n",
      "876\n",
      "2006-07-27 2011-04-07 1142\n",
      "18465 11209 24524\n",
      "17.79129510772724 2.542274551228336 30.524365001093962\n",
      "=====================\n",
      "877\n",
      "2007-08-20 2016-09-14 2210\n",
      "11883 12473 6629\n",
      "2.0455266043814544 2.6857156412856744 -3.6604177998920657\n",
      "=====================\n",
      "878\n",
      "2009-06-23 2014-12-12 1331\n",
      "11865 11423 10354\n",
      "3.364654162756018 2.5669113834462443 0.6392522236070121\n",
      "=====================\n",
      "879\n",
      "2010-02-08 2018-11-02 2122\n",
      "12694 12363 10440\n",
      "3.04700325568984 2.673500722017612 0.49787025557842224\n",
      "=====================\n",
      "880\n",
      "2006-12-19 2016-01-08 2202\n",
      "17013 12463 17495\n",
      "7.643998183882261 2.6846021776347215 8.168941413830632\n",
      "=====================\n",
      "881\n",
      "2011-12-26 2018-11-02 1666\n",
      "13883 11812 14086\n",
      "5.593945482966532 2.6113587335030926 5.887323032993649\n",
      "=====================\n",
      "882\n",
      "2012-10-22 2018-11-02 1469\n",
      "14091 11582 14051\n",
      "6.6852121065753805 2.585099416163887 6.618951216727925\n",
      "=====================\n",
      "883\n",
      "2011-03-01 2018-02-22 1700\n",
      "13432 11852 12451\n",
      "4.846102864899602 2.6159262627323296 3.460523559755252\n",
      "=====================\n",
      "884\n",
      "2011-01-18 2018-11-02 1895\n",
      "12821 12086 11049\n",
      "3.5733949820920756 2.6423262002470245 1.3295888139728052\n",
      "=====================\n",
      "885\n",
      "2007-10-15 2014-07-18 1645\n",
      "8432 11787 3717\n",
      "-2.286757351057826 2.6085428509921473 -9.165917441734518\n",
      "=====================\n",
      "886\n",
      "2005-10-12 2014-05-16 2087\n",
      "19329 12320 23237\n",
      "10.728420997576563 2.6686627469473203 15.222974100862075\n",
      "=====================\n",
      "887\n",
      "2006-03-06 2012-09-14 1595\n",
      "17389 11729 22289\n",
      "11.118739927010871 2.601854427243629 18.49132375051951\n",
      "=====================\n",
      "888\n",
      "2008-08-06 2018-11-02 2491\n",
      "14304 12828 12088\n",
      "4.146771339476539 2.725212396967011 2.0126819833036445\n",
      "=====================\n",
      "889\n",
      "2010-11-23 2017-04-19 1557\n",
      "12563 11684 11090\n",
      "3.9516088218642014 2.596786310289465 1.6802403621788615\n",
      "=====================\n",
      "890\n",
      "2009-11-09 2018-11-02 2186\n",
      "11894 12443 9412\n",
      "2.07958777673512 2.682377063126744 -0.6455235645138712\n",
      "=====================\n",
      "891\n",
      "2006-10-23 2013-04-02 1569\n",
      "16333 11698 17650\n",
      "9.687447325566326 2.5983853635075107 11.7019038057044\n",
      "=====================\n",
      "892\n",
      "2007-04-09 2012-08-16 1307\n",
      "11011 11396 7635\n",
      "1.8581960453394826 2.563765484380921 -4.342605274917095\n",
      "=====================\n",
      "893\n",
      "2006-02-20 2010-04-02 1007\n",
      "20174 11059 33351\n",
      "24.248178839493324 2.5248676981479528 55.653050314919014\n",
      "=====================\n",
      "894\n",
      "2010-05-12 2018-11-02 2062\n",
      "13168 12289 11673\n",
      "3.6880680974347095 2.6652140734426952 1.9483161770665995\n",
      "=====================\n",
      "895\n",
      "2009-09-09 2016-02-05 1557\n",
      "11438 11684 9276\n",
      "2.217931503426151 2.596786310289465 -1.1150684534466244\n",
      "=====================\n",
      "896\n",
      "2005-08-15 2015-03-26 2334\n",
      "25558 12628 41382\n",
      "15.998836050671517 2.7030518879746843 32.27035783684644\n",
      "=====================\n",
      "897\n",
      "2009-08-24 2017-08-17 1941\n",
      "13253 12142 11522\n",
      "4.0224003638171935 2.6486048286260515 1.882432935838092\n",
      "=====================\n",
      "898\n",
      "2010-02-22 2018-11-02 2117\n",
      "12476 12357 10173\n",
      "2.8074353457134693 2.6728088794483886 0.1971310582184095\n",
      "=====================\n",
      "899\n",
      "2008-06-17 2018-11-02 2527\n",
      "14417 12874 11574\n",
      "4.19570195029723 2.730327219280955 1.495336707432412\n",
      "=====================\n",
      "900\n",
      "2006-09-05 2011-01-28 1072\n",
      "18339 11131 22650\n",
      "18.671236098042147 2.533229048133865 28.3225620858918\n",
      "=====================\n",
      "901\n",
      "2010-03-23 2015-12-15 1393\n",
      "12493 11494 11277\n",
      "4.295905206238653 2.5750618830168883 2.200806214059144\n",
      "=====================\n",
      "902\n",
      "2011-08-22 2018-11-02 1750\n",
      "12929 11912 11844\n",
      "4.017751387705067 2.6226623170062715 2.5300770962322074\n",
      "=====================\n",
      "903\n",
      "2005-11-07 2013-01-18 1753\n",
      "19913 11915 29585\n",
      "13.571818888790785 2.62306720490346 26.8135737500727\n",
      "=====================\n",
      "904\n",
      "2007-03-16 2018-11-02 2833\n",
      "17252 13274 12634\n",
      "6.1439547021250664 2.774313169584536 2.231629567220743\n",
      "=====================\n",
      "905\n",
      "2006-10-16 2016-10-14 2432\n",
      "21030 12753 23304\n",
      "10.885036213526737 2.71685680794703 13.129858659210413\n",
      "=====================\n",
      "906\n",
      "2010-09-27 2018-11-02 1970\n",
      "12575 12177 11326\n",
      "3.1378755468091053 2.6525731588110046 1.615486082069693\n",
      "=====================\n",
      "907\n",
      "2007-11-19 2013-12-13 1475\n",
      "8691 11589 4818\n",
      "-2.129265770588282 2.585894046883256 -8.430658784695245\n",
      "=====================\n",
      "908\n",
      "2010-07-28 2015-09-30 1258\n",
      "12085 11340 11183\n",
      "3.979621694116834 2.557358381367957 2.257810526234734\n",
      "=====================\n",
      "909\n",
      "2013-03-15 2018-11-02 1373\n",
      "13098 11471 12954\n",
      "5.415931664158495 2.572428966500591 5.1642881481988345\n",
      "=====================\n",
      "910\n",
      "2011-06-27 2018-11-02 1790\n",
      "12634 11960 10835\n",
      "3.5328165088097494 2.628067582708353 1.1204939634524715\n",
      "=====================\n",
      "911\n",
      "2011-09-02 2018-11-02 1741\n",
      "12868 11901 11734\n",
      "3.9539932039495262 2.621448146032394 2.3913946910837103\n",
      "=====================\n",
      "912\n",
      "2010-04-29 2018-03-16 1916\n",
      "13799 12111 13252\n",
      "4.759052488885156 2.6451901045490867 4.074674254255692\n",
      "=====================\n",
      "913\n"
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     "output_type": "stream",
     "text": [
      "2008-05-05 2016-10-14 2055\n",
      "12742 12281 8150\n",
      "3.2024308949632587 2.6642494918521744 -2.159462931752479\n",
      "=====================\n",
      "914\n",
      "2006-12-25 2015-04-24 2023\n",
      "18483 12242 24251\n",
      "10.064937785833028 2.659845799825077 16.90755884452208\n",
      "=====================\n",
      "915\n",
      "2008-11-17 2018-11-02 2424\n",
      "16268 12742 16557\n",
      "6.205986405376927 2.7157264254588407 6.492128263963158\n",
      "=====================\n",
      "916\n",
      "2005-05-30 2018-08-30 3230\n",
      "27165 13812 39166\n",
      "12.754288371304806 2.832765660463076 21.671399649220987\n",
      "=====================\n",
      "917\n",
      "2005-09-14 2014-11-28 2235\n",
      "22521 12504 28951\n",
      "13.446028817626729 2.6891991146950835 20.350320918942675\n",
      "=====================\n",
      "918\n",
      "2009-09-21 2017-12-01 1992\n",
      "13812 12204 12460\n",
      "4.593562525195738 2.6555888207938727 2.964698036677032\n",
      "=====================\n",
      "919\n",
      "2012-04-05 2018-11-02 1603\n",
      "12919 11738 13093\n",
      "4.37105222780005 2.6029230575592837 4.632018872161171\n",
      "=====================\n",
      "920\n",
      "2010-11-22 2015-04-17 1069\n",
      "12962 11128 14489\n",
      "6.651415146002833 2.5328423347126297 10.080441515127928\n",
      "=====================\n",
      "921\n",
      "2011-07-05 2014-05-16 693\n",
      "9122 10717 6872\n",
      "-3.0402623685724155 2.484986141788176 -10.831037124071553\n",
      "=====================\n",
      "922\n",
      "2007-12-05 2015-05-08 1803\n",
      "11975 11975 9179\n",
      "2.630050211604203 2.6298274452758332 -1.0924311365725032\n",
      "=====================\n",
      "923\n",
      "2012-07-27 2018-11-02 1525\n",
      "13751 11647 14006\n",
      "5.903453497097273 2.5925284966694773 6.305104318894124\n",
      "=====================\n",
      "924\n",
      "2011-01-10 2017-07-21 1588\n",
      "13096 11720 11996\n",
      "4.679738178139782 2.600919849250474 3.016698963588865\n",
      "=====================\n",
      "925\n",
      "2008-08-04 2015-12-25 1798\n",
      "14193 11969 13840\n",
      "5.598085637114212 2.6291503918918226 5.126467279582334\n",
      "=====================\n",
      "926\n",
      "2008-07-07 2013-04-18 1163\n",
      "10654 11233 8550\n",
      "1.3510055650082806 2.5449965202165132 -2.991615694747105\n",
      "=====================\n",
      "927\n",
      "2011-05-10 2018-04-04 1682\n",
      "13228 11831 12225\n",
      "4.606788734808742 2.6135068515850217 3.175011609407358\n",
      "=====================\n",
      "928\n",
      "2008-04-18 2015-03-27 1686\n",
      "13745 11836 12136\n",
      "5.332061153810452 2.614044244154475 3.041400215861173\n",
      "=====================\n",
      "929\n",
      "2005-12-06 2008-11-21 720\n",
      "16082 10746 22177\n",
      "20.27390087355033 2.4883825189808766 40.59093848143358\n",
      "=====================\n",
      "930\n",
      "2008-09-05 2018-11-02 2469\n",
      "15736 12800 15069\n",
      "5.5758769417113045 2.722092832930452 4.92751411243668\n",
      "=====================\n",
      "931\n",
      "2006-03-29 2009-12-11 906\n",
      "19827 10948 33559\n",
      "26.033062177675127 2.5119477092363196 62.40827747119073\n",
      "=====================\n",
      "932\n",
      "2005-08-10 2014-11-27 2259\n",
      "21747 12534 29291\n",
      "12.480721188141072 2.6925488157420414 20.495676442579093\n",
      "=====================\n",
      "933\n",
      "2006-05-30 2010-04-16 950\n",
      "18140 10996 24349\n",
      "20.564573080634975 2.5175654427064638 36.25152119906369\n",
      "=====================\n",
      "934\n",
      "2010-04-26 2018-11-02 2073\n",
      "12621 12303 10370\n",
      "3.0350096638962003 2.666730769651355 0.42881267355904235\n",
      "=====================\n",
      "935\n",
      "2011-11-21 2018-11-02 1691\n",
      "13372 11842 12607\n",
      "4.786669536867439 2.6147161892100614 3.7012219792350596\n",
      "=====================\n",
      "936\n",
      "2008-09-08 2015-01-28 1551\n",
      "14977 11677 16577\n",
      "7.702401326061086 2.5959872694073414 10.178542536473444\n",
      "=====================\n",
      "937\n",
      "2005-11-21 2009-08-26 918\n",
      "20861 10961 35892\n",
      "28.395450332735855 2.5134781720520913 67.69161554899942\n",
      "=====================\n",
      "938\n",
      "2007-05-21 2014-07-31 1754\n",
      "10796 11917 6134\n",
      "1.0899282270086939 2.6232021857906407 -5.289692118460286\n",
      "=====================\n",
      "939\n",
      "2008-06-23 2017-06-30 2195\n",
      "14944 12454 13142\n",
      "5.406096977361876 2.683628392738693 3.4364664858445284\n",
      "=====================\n",
      "940\n",
      "2005-09-26 2008-12-19 786\n",
      "16589 10817 22342\n",
      "20.120979723794306 2.496710712547604 37.68689191767879\n",
      "=====================\n",
      "941\n",
      "2007-05-08 2012-10-11 1326\n",
      "10117 11417 6246\n",
      "0.2131220077459803 2.566255568149126 -6.793412962428535\n",
      "=====================\n",
      "942\n",
      "2008-07-21 2012-12-21 1079\n",
      "10364 11139 8148\n",
      "0.810890387975369 2.534131682940579 -4.118785569522821\n",
      "=====================\n",
      "943\n",
      "2011-11-07 2015-09-15 938\n",
      "11850 10983 11520\n",
      "4.733631449739159 2.516031686438681 3.8897803613921504\n",
      "=====================\n",
      "944\n",
      "2010-03-04 2018-11-02 2109\n",
      "12649 12347 10122\n",
      "3.0149632903467323 2.671702419211517 0.13890362051974411\n",
      "=====================\n",
      "945\n",
      "2006-07-05 2014-09-30 2006\n",
      "17054 12221 17594\n",
      "8.439527602789083 2.6575102201536667 9.086644489328691\n",
      "=====================\n",
      "946\n",
      "2007-07-16 2015-03-09 1858\n",
      "12758 12041 9566\n",
      "3.5632273689119134 2.637290169621305 -0.5596530512028824\n",
      "=====================\n",
      "947\n",
      "2009-04-27 2017-11-06 2075\n",
      "15879 12305 15998\n",
      "6.800756415720217 2.6670066541424986 6.938037872596984\n",
      "=====================\n",
      "948\n",
      "2005-05-30 2013-06-14 1955\n",
      "19916 12159 28246\n",
      "12.173879018238983 2.6505196010188676 22.399382370323067\n",
      "=====================\n",
      "949\n",
      "2008-06-30 2018-11-02 2518\n",
      "14531 12863 11785\n",
      "4.319594209878512 2.7290473390082863 1.7016579850669937\n",
      "=====================\n",
      "950\n",
      "2011-08-01 2018-11-02 1765\n",
      "12121 11930 11049\n",
      "2.8850169590534986 2.6246875781854553 1.427165655842014\n",
      "=====================\n",
      "951\n",
      "2010-09-13 2018-11-02 1977\n",
      "12909 12185 11107\n",
      "3.5314341413583494 2.6535322001194657 1.3438591439896297\n",
      "=====================\n",
      "952\n",
      "2010-11-15 2016-02-16 1276\n",
      "11201 11360 9161\n",
      "2.2594869775241095 2.559709553720345 -1.5765853155162664\n",
      "=====================\n",
      "953\n",
      "2012-01-30 2018-11-02 1648\n",
      "13358 11791 13371\n",
      "4.891412590698872 2.60894487532702 4.909349288249997\n",
      "=====================\n",
      "954\n",
      "2009-04-08 2017-06-13 1989\n",
      "15044 12200 14448\n",
      "6.0870205867027245 2.655177329434494 5.367630747622423\n",
      "=====================\n",
      "955\n",
      "2011-09-13 2018-08-08 1679\n",
      "13047 11828 12184\n",
      "4.356105278217477 2.613103902489511 3.1224932674966452\n",
      "=====================\n",
      "956\n",
      "2008-04-07 2018-06-15 2482\n",
      "14257 12817 9759\n",
      "4.116556941012137 2.723935647429623 -0.23229800391798922\n",
      "=====================\n",
      "957\n",
      "2009-11-10 2014-10-23 1201\n",
      "9241 11276 6838\n",
      "-1.5159276615529216 2.5499317784155777 -6.318419356767585\n",
      "=====================\n",
      "958\n",
      "2011-05-26 2018-11-02 1811\n",
      "12106 11985 11047\n",
      "2.7912784310142627 2.6309112071734986 1.3876702727922416\n",
      "=====================\n",
      "959\n",
      "2009-05-05 2018-11-02 2312\n",
      "13816 12600 12065\n",
      "3.962197397564729 2.6999654394321255 2.14402661043429\n",
      "=====================\n",
      "960\n",
      "2010-03-23 2018-11-02 2096\n",
      "12594 12331 10043\n",
      "2.971233835271591 2.669905701154842 0.05005982012187593\n",
      "=====================\n",
      "961\n",
      "2005-11-07 2012-07-12 1625\n",
      "19218 11764 27917\n",
      "13.61428981086351 2.6058647701971833 26.463334221860574\n",
      "=====================\n",
      "962\n",
      "2005-10-27 2011-06-10 1367\n",
      "20493 11464 33817\n",
      "18.422497517286246 2.5716397836062246 41.81614106793697\n",
      "=====================\n",
      "963\n",
      "2007-09-17 2018-02-12 2534\n",
      "12308 12883 7074\n",
      "2.1863770937424265 2.7313232237275056 -2.7709760782224735\n",
      "=====================\n",
      "964\n",
      "2008-02-13 2018-05-18 2499\n",
      "13349 12838 8104\n",
      "3.2172460267137484 2.7263479418227354 -1.8206714588960122\n",
      "=====================\n",
      "965\n",
      "2012-02-28 2016-08-30 1099\n",
      "12783 11161 12439\n",
      "6.079555524932019 2.536712982509661 5.327576226018834\n",
      "=====================\n",
      "966\n",
      "2009-04-20 2018-11-02 2322\n",
      "13978 12613 12151\n",
      "4.1120564733589235 2.701367798766919 2.2238672762967178\n",
      "=====================\n",
      "967\n",
      "2012-06-01 2018-11-02 1564\n",
      "13150 11692 12496\n",
      "4.8349475105482975 2.597718933870277 3.83048908065348\n",
      "=====================\n",
      "968\n",
      "2005-08-29 2017-11-17 2972\n",
      "29500 13460 44920\n",
      "15.747027879395436 2.7945988271269333 28.19940337665207\n",
      "=====================\n",
      "969\n",
      "2010-09-14 2018-11-02 1976\n",
      "12902 12184 11096\n",
      "3.5258409308674694 2.653395166372121 1.3323001948761433\n",
      "=====================\n",
      "970\n",
      "2011-11-07 2018-11-02 1701\n",
      "13310 11854 12024\n",
      "4.671358489641177 2.616060760793431 2.8566755534929733\n",
      "=====================\n",
      "971\n",
      "2012-04-20 2018-11-02 1592\n",
      "13184 11725 12525\n",
      "4.801359258582918 2.6014538397149285 3.8072953734884765\n",
      "=====================\n",
      "972\n",
      "2006-07-25 2012-06-15 1435\n",
      "16675 11542 18688\n",
      "11.164224848642473 2.5806025795823766 14.530466398227995\n",
      "=====================\n",
      "973\n",
      "2009-01-12 2018-11-02 2386\n",
      "16875 12694 17130\n",
      "6.91627146246612 2.710365496083731 7.172401462650178\n",
      "=====================\n",
      "974\n",
      "2006-12-22 2011-12-02 1204\n",
      "13250 11279 13489\n",
      "6.480153637779368 2.5503219420249033 6.955145400625917\n",
      "=====================\n",
      "975\n",
      "2005-12-05 2018-05-30 3035\n",
      "28039 13545 43314\n",
      "14.26495893644874 2.8038566316243423 26.34436324491584\n",
      "=====================\n",
      "976\n",
      "2007-12-04 2017-05-19 2300\n",
      "12304 12585 7048\n",
      "2.404645082099219 2.6982838651554406 -3.0798664251772934\n",
      "=====================\n",
      "977\n",
      "2011-02-28 2018-11-02 1871\n",
      "12433 12057 10156\n",
      "3.1212560990913105 2.639058148672356 0.200712175157386\n",
      "=====================\n",
      "978\n"
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011-03-08 2018-11-02 1865\n",
      "12120 12050 9858\n",
      "2.728182913033105 2.638241965029743 -0.18203308807717478\n",
      "=====================\n",
      "979\n",
      "2011-08-12 2016-07-22 1201\n",
      "12209 11276 11216\n",
      "4.415457380685858 2.5499317784155777 2.4310607556229806\n",
      "=====================\n",
      "980\n",
      "2005-10-11 2012-06-21 1630\n",
      "19982 11770 27314\n",
      "14.697960677533434 2.6065339511850234 25.49407541745834\n",
      "=====================\n",
      "981\n",
      "2008-07-02 2015-11-12 1790\n",
      "14438 11960 14058\n",
      "5.951486045086227 2.628067582708353 5.441998028261585\n",
      "=====================\n",
      "982\n",
      "2007-02-26 2010-06-01 800\n",
      "12256 10832 10136\n",
      "6.768390007447611 2.4984820447259066 0.41019987590852564\n",
      "=====================\n",
      "983\n",
      "2012-06-11 2018-08-31 1519\n",
      "13451 11640 13034\n",
      "5.452894078390922 2.591731180078145 4.794074799245722\n",
      "=====================\n",
      "984\n",
      "2008-06-02 2018-11-02 2537\n",
      "13671 12887 9074\n",
      "3.4732997894850266 2.731750228027706 -0.8755468829242419\n",
      "=====================\n",
      "985\n",
      "2008-04-30 2018-11-02 2558\n",
      "13347 12914 8310\n",
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      "=====================\n",
      "986\n",
      "2006-03-09 2018-11-02 3081\n",
      "26819 13608 32760\n",
      "13.102180041648378 2.8106415088892343 17.729558099542242\n",
      "=====================\n",
      "987\n",
      "2011-03-17 2018-11-02 1858\n",
      "12819 12041 10291\n",
      "3.641376251755478 2.637290169621305 0.3763502170074145\n",
      "=====================\n",
      "988\n",
      "2009-02-09 2011-12-21 703\n",
      "10688 10728 10184\n",
      "2.3519810499011866 2.4862433423692454 0.6308595682730731\n",
      "=====================\n",
      "989\n",
      "2005-06-29 2017-11-01 3003\n",
      "29460 13502 44461\n",
      "15.552599837544555 2.7991492768056396 27.541442871290467\n",
      "=====================\n",
      "990\n",
      "2012-01-10 2016-05-11 1052\n",
      "12695 11109 12596\n",
      "6.149259349087295 2.530652431755835 5.923626090173894\n",
      "=====================\n",
      "991\n",
      "2008-12-15 2014-08-01 1367\n",
      "12243 11464 11794\n",
      "3.939700513030185 2.5716397836062246 3.15011188277451\n",
      "=====================\n",
      "992\n",
      "2009-02-02 2014-09-30 1380\n",
      "12588 11479 11915\n",
      "4.502112800679991 2.573350083447227 3.3304602304935806\n",
      "=====================\n",
      "993\n",
      "2007-09-24 2015-10-16 1957\n",
      "11257 12161 6409\n",
      "1.5417682856059953 2.6507932881827 -4.403435353786009\n",
      "=====================\n",
      "994\n",
      "2007-06-25 2011-07-08 987\n",
      "11499 11037 8018\n",
      "3.6452438950709833 2.5223023170989247 -4.818648088461493\n",
      "=====================\n",
      "995\n",
      "2010-11-15 2018-11-02 1940\n",
      "12207 12140 9925\n",
      "2.7306001451694413 2.648468128632068 -0.09195621642589738\n",
      "=====================\n",
      "996\n",
      "2011-10-10 2018-11-02 1721\n",
      "13322 11877 12867\n",
      "4.634028918673283 2.6187526322552634 3.998441460233636\n",
      "=====================\n",
      "997\n",
      "2013-03-25 2018-11-02 1367\n",
      "12995 11464 12591\n",
      "5.259489054776199 2.5716397836062246 4.549582869519863\n",
      "=====================\n",
      "998\n",
      "2007-10-15 2010-07-30 685\n",
      "8967 10708 4927\n",
      "-3.6182347503683294 2.4839809880448738 -17.77272913356613\n",
      "=====================\n",
      "999\n",
      "2007-11-01 2017-05-31 2329\n",
      "11496 12622 6231\n",
      "1.5420961993904299 2.70235001728532 -3.8834184935945535\n",
      "=====================\n",
      "6.2853359155357085 2.623366613541358 7.091056912370732\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import datetime\n",
    "\n",
    "def calc_rate(asset, days):\n",
    "    r = asset / 10000 - 1\n",
    "    return (r / (days / 240) * 100)\n",
    "\n",
    "rate1 = []\n",
    "rate2 = []\n",
    "rate3 = []\n",
    "for i in range(1000):\n",
    "    print(i)\n",
    "    money = 10000\n",
    "    asset = money\n",
    "    stock = 0\n",
    "    hist_money = []\n",
    "    hist_stock = []\n",
    "    hist_allin_money = []\n",
    "    hist_allin_stock = []\n",
    "    allin_money = 10000\n",
    "    allin_stock = 0\n",
    "    days = 0\n",
    "    interval = 180\n",
    "    date_s = datetime.date.today() - datetime.timedelta(days=random.randint(2000,5000))\n",
    "    date_e = date_s + datetime.timedelta(days=random.randint(1000, 5000))\n",
    "    date_s = date_s.strftime('%Y-%m-%d')\n",
    "    date_e = date_e.strftime('%Y-%m-%d')\n",
    "#     print(date_s,date_e)\n",
    "    df = ts.get_k_data('399300',start=date_s, end=date_e)\n",
    "    # print(df)\n",
    "    for price in df.close:\n",
    "        days -= 1\n",
    "        stock_p = stock * price\n",
    "        if (money == 0 or stock == 0) or (money / stock_p > 1.2 or stock_p / money > 1.2):\n",
    "    #     if days < 0:\n",
    "            money, stock = rebalance(asset, price)\n",
    "            days = interval\n",
    "        money *= 1.0001\n",
    "        asset = money + stock_p\n",
    "        hist_money.append(money)\n",
    "        hist_stock.append(stock_p)\n",
    "        # 对比\n",
    "        allin_money *= 1.0001\n",
    "        hist_allin_money.append(allin_money)\n",
    "        if allin_stock == 0:\n",
    "            allin_stock = 10000 / price\n",
    "        hist_allin_stock.append(allin_stock * price)\n",
    "\n",
    "    days = len(df['date'])\n",
    "    print(df['date'].iloc[0], df['date'].iloc[-1], days)\n",
    "    print(int(asset), int(allin_money), int(allin_stock * price))\n",
    "    r1 = calc_rate(asset, days)\n",
    "    r2 = calc_rate(allin_money, days)\n",
    "    r3 = calc_rate(allin_stock * price, days)\n",
    "    rate1.append(r1)\n",
    "    rate2.append(r2)\n",
    "    rate3.append(r3)\n",
    "    print(r1, r2, r3)\n",
    "    print('=====================')\n",
    "\n",
    "print(sum(rate1)/len(rate1), sum(rate2)/len(rate2), sum(rate3)/len(rate3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.87756427909\n",
      "0.082035289517\n",
      "14.1339300724\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113c2cc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "print(np.std(rate1))\n",
    "print(np.std(rate2))\n",
    "print(np.std(rate3))\n",
    "\n",
    "n = range(1000)\n",
    "plt.scatter(n, rate2, marker='.', c='y' ,alpha=0.5)\n",
    "plt.scatter(n, rate3, marker='.', c='g' ,alpha=0.5)\n",
    "plt.scatter(n, rate1, marker='.', c='r' ,alpha=0.5)\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(16, 30)\n",
    "plt.yticks(np.arange(-15, 160, 5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
